{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to atomman: Strain class\n",
    "\n",
    "__Lucas M. Hale__, [lucas.hale@nist.gov](mailto:lucas.hale@nist.gov?Subject=ipr-demo), _Materials Science and Engineering Division, NIST_.\n",
    "    \n",
    "[Disclaimers](http://www.nist.gov/public_affairs/disclaimer.cfm) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Introduction <a id='section1'></a>\n",
    "\n",
    "This Notebook outlines the Strain class which provides a convenient interface for computing a per-atom strain estimate and related properties.\n",
    "\n",
    "*New version 1.3.7*: The Strain class has been added that provides a faster, more user-friendly interface for computing the same properties as the older nye_tensor function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "atomman version = 1.4.0\n",
      "Notebook executed on 2021-08-05\n"
     ]
    }
   ],
   "source": [
    "# Standard Python libraries\n",
    "import os\n",
    "import datetime\n",
    "import time\n",
    "\n",
    "# http://www.numpy.org/\n",
    "import numpy as np\n",
    "\n",
    "# https://github.com/usnistgov/atomman\n",
    "import atomman as am\n",
    "import atomman.unitconvert as uc\n",
    "\n",
    "# https://matplotlib.org/\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Show atomman version\n",
    "print('atomman version =', am.__version__)\n",
    "\n",
    "# Show date of Notebook execution\n",
    "print('Notebook executed on', datetime.date.today())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Theory <a id='section2'></a>\n",
    "\n",
    "The Strain class computes the elastic strain correspondence tensor on a per-atom basis by comparing the local environment around each atom in a current state to the corresponding local environment around the same atom in a reference state.  \n",
    "\n",
    "### 2.1. Strain correspodence tensor\n",
    "\n",
    "The algorithm used here follows the one outlined in [Hartley, C. & Mishin, Y. (2005). Acta Materialia 53, 1313-1321.](http://dx.doi.org/10.1016/j.actamat.2004.11.027) and [Hartley, C. S. & Mishin, Y. (2005). Materials Science and Engineering: A 400-401, 18-21.](http://dx.doi.org/10.1016/j.msea.2005.03.076), as well as code obtained from Yuri Mishin. \n",
    "\n",
    "The local environment around each atom $\\alpha$ is characterized by finding the relative position vectors between atom $\\alpha$ and all neighboring atoms within a set cutoff distance of atom $\\alpha$. This is done separately for both the reference and current states, leading to two lists of vectors per atom:\n",
    "\n",
    "- $p_{i \\alpha \\beta}$ is the neighbor vector between atom $\\alpha$ and a neighboring atom $\\beta$ in the reference system.\n",
    "- $q_{i \\alpha \\gamma}$ is the neighbor vector between atom $\\alpha$ and a neighboring atom $\\gamma$ in the current system.\n",
    "\n",
    "For each atom $\\alpha$, the sets of neighbors $\\beta$ and $\\gamma$ are not necessarily the same. Computing the strain correspondence tensor requires that new sets of vectors $P_{i \\alpha \\delta}$ and $Q_{i \\alpha \\delta}$ are identified by best matching as many $q_{i \\alpha \\gamma}$ to a $p_{i \\alpha \\beta}$ as possible\n",
    "\n",
    "- For each $q_{i \\alpha \\gamma}$, find the $p_{i \\alpha \\beta}$ that is closest to it in angle.  If no $p_{i \\alpha \\beta}$ is found within $\\theta_{max}$ of $q_{i \\alpha \\gamma}$, then ignore that $q_{i \\alpha \\gamma}$.\n",
    "- Check if the best $p_{i \\alpha \\beta}$ has already been paired with another $q_{i \\alpha \\gamma}$. If so, compare the lengths of the two $q_{i \\alpha \\gamma}$ vectors and keep the one closest to the length of $p_{i \\alpha \\beta}$.\n",
    "\n",
    "This method means that the number of $\\delta$ sets of $P_{i \\alpha \\delta}$ and $Q_{i \\alpha \\delta}$ will always be equal to or smaller than $\\beta$ and $\\gamma$.  \n",
    "\n",
    "The strain correspondence tensor, $G_{ij \\alpha}$, is computed as a least squares solution across all $\\delta$ of the linear matrix equation\n",
    "\n",
    "$$ Q_{i \\alpha \\delta} G_{ij \\alpha} = P_{j \\alpha \\delta} $$ \n",
    "\n",
    "\n",
    "### 2.2. Derived properties\n",
    "\n",
    "Various strain properties can then be computed using $G_{ij \\alpha}$:\n",
    "\n",
    "- strain tensor\n",
    "\n",
    "$$ E_{ij \\alpha} = \\frac{(\\delta_{ij} - G_{ij \\alpha}) + (\\delta_{ij} - G_{ji \\alpha})}{2} $$\n",
    "\n",
    "- strain invariants\n",
    "\n",
    "$$ I_{1 \\alpha} = E_{11 \\alpha} + E_{22 \\alpha} + E_{33 \\alpha} $$\n",
    "    \n",
    "$$ I_{2 \\alpha} = E_{11 \\alpha} E_{22 \\alpha} + E_{11 \\alpha} E_{33 \\alpha} + E_{22 \\alpha} E_{33 \\alpha} - E_{12 \\alpha}^2 - E_{13 \\alpha}^2 - E_{23 \\alpha}^2 $$\n",
    "    \n",
    "$$ I_{3 \\alpha} = \\det{E_{ij \\alpha}} $$\n",
    "    \n",
    "- rotation tensor\n",
    "\n",
    "$$ R_{ij \\alpha} = \\frac{(\\delta_{ij} - G_{ij \\alpha}) - (\\delta_{ij} - G_{ji \\alpha})}{2} $$\n",
    " \n",
    "- angular velocity\n",
    " \n",
    "$$ \\omega_{\\alpha} = \\sqrt{R_{12 \\alpha}^2 + R_{13 \\alpha}^2 + R_{23 \\alpha}^2} $$\n",
    "\n",
    "### 2.3. Nye tensor\n",
    "\n",
    "The Nye tensor, $N_{ij \\alpha}$, is related to $G_{i j \\alpha}$ as\n",
    "\n",
    "$$ N_{km \\alpha} = - \\epsilon_{ijk} \\partial_i G_{m j \\alpha}, $$\n",
    "\n",
    "where $\\epsilon_{ijk}$ is the permutation symbol.\n",
    "\n",
    "The derivatives of $G_{i j \\alpha}$ are obtained numerically by comparing the change in the strain correspondence tensor between each atom $\\alpha$ and its neighbors $\\gamma$. A single value for each derivative is obtained by least squares fits of the following equations \n",
    "\n",
    "$$ G_{i j \\gamma} - G_{i j \\alpha} = q_{k \\alpha \\gamma} \\partial_k G_{i j \\alpha} $$\n",
    "\n",
    "__Note__ that the equations in the original papers on the atomistic Nye tensor method had a typo with indices. This function has been verified as producing comparable results as the original calculation code used by the authors.    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Calculation parameter options <a id='section3'></a>\n",
    "\n",
    "The strain predictions using this algorithm will vary depending on how some of the input parameters are set.\n",
    "\n",
    "\n",
    "### 3.1. Reference state selection\n",
    "\n",
    "Ideally, the choice of reference state should correspond to a perfect bulk crystal at zero pressure.  This reference will result in the calculation finding the elastic component of the strain as any plastic effects are ignored due to crystal symmetry translations.  However, identifying the ideal reference state may be challenging for complex systems.  Some possible issues being\n",
    "\n",
    "- The reference state corresponds to a specific crystal structure.  If the deformation leads to a phase transformation, then the atoms in question will have different strains depending on which reference phase is used for which atom.\n",
    "- The matching algorithm pairs the current neighbor vectors to the reference ones based on angle.  This assumes that the rotational component of the deformation is small, and may give poor predictions if the orientation of the two systems are not close.\n",
    "- There is some ambiguity associated with defining the reference state for atoms that are part of a large crystal defect, such as grain and phase boundaries.  The defects themselves can consist of atomic structures, or can be composed of amorphous regions. Thus, specifying the atoms as relative to a bulk crystal state may arguably not be correct.\n",
    "\n",
    "For these reasons, atomman allows for the reference state to be defined in one of two ways:\n",
    "\n",
    "- The sets of p vectors can be directly specified for each atom.  This is convenient for simple systems where a single bulk crystal can be used as the reference for all atoms.  Alternatively, an algorithm could be used to determine the optimum crystal and orientation to use on an individual atom basis, then the associated p vectors can be fed in. \n",
    "- The p vectors can be determined by supplying a base reference system that represents the current system at an earlier time, i.e. before a defect is inserted and/or deformations are applied. If the base reference system is a bulk single crystal, then this is effectively the same as specifying the individual p vectors for the crystal, but it computes these for you.  Alternatively, for highly complex systems, specifying the base reference system amounts to estimating the elastic strain in the current system relative to the reference system. \n",
    "\n",
    "### 3.2. Neighbor cutoff\n",
    "\n",
    "The cutoff distance used for identifying the p/q vectors does influence the results.  If the cutoff distance is too large, then the calculated strain for a given point will be averaged over a larger region.  This could result in less pronounced strain peaks near defects.  If the cutoff distance is too small, then the number of p/q vectors may be too small to give a good estimate of strain.  From practical experience, a good cutoff seems to be one that encompasses the fewest number of neighbor shells necessary to capture 8 neighbor atoms.  Be sure to place the cutoff roughly halfway between neighbor shells to help keep the number of neighbor atoms close to the same for deformed configurations.  These are practical suggestions and not hard rules, so it is recommended to try a few different cutoffs to see how they affect predictions.\n",
    "\n",
    "### 3.3. Angle cutoff\n",
    "\n",
    "The $\\theta_{max}$ parameter can also influence the calculated strain properties.  As the p-q matching algorithm is based on angles, the $\\theta_{max}$ parameter helps avoid false matches by ignoring q vectors oriented far from any p vectors.  The choice of $\\theta_{max}$ has the biggest influence on deformations and defects with large rotational components.   For guidance, the original choice for fcc is 27 degrees, which is close to half of the 60 degree angle between p vectors.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Strain class <a id='section4'></a>\n",
    "\n",
    "The Strain class provides a convenient and fast means of computing the various strain properties.  In design, it offers an improvement over the old nye_tensor function in that:\n",
    "\n",
    "- Constructing p_vectors from a reference system is now built in (rather than calling nye_tensor_p).\n",
    "- The calculation functions have been rewritten using cython for about a 2x speedup.\n",
    "- Each strain property is computed only as needed offering for additional speedup when not all properties are needed.\n",
    "\n",
    "Primary parameters\n",
    "\n",
    "- __system__ (*atomman.System*) The atomic system to compute the per-atom strain properties and Nye tensor for.\n",
    "- __neighbors__ (*atomman.NeighborList, optional*) The neighbor list associated with system to use.  Either neighbors or cutoff must be given, or system must have a neighbors attribute.\n",
    "- __cutoff__ (*float*) Cutoff distance for computing a neighbor list for system.  Either neighbors or cutoff must be given, or system have a neighbors attribute.\n",
    "- __theta_max__ (*float, optional*) The maximum theta angle in degrees to use when searching for matches between p vectors and q vectors.  Optimum values are dependent on the crystal structure. Default value is 27, which is the original value used for fcc crystals.    \n",
    "  \n",
    "Reference state option 1: explicit p vectors\n",
    "\n",
    "- __p_vectors__ (*array-like object, optional*) List(s) of radial distance vectors between each atom and its nearest neighbors in a perfect crystal setting.  If one list of p_vectors is given, then it is applied to all atoms.\n",
    "- __axes__ (*array-like object, optional*) 3x3 array of right-handed orthogonal axes to transform the given p vectors.  Only needed if the orientation of the p vectors differs from the system's orientation.\n",
    "\n",
    "Reference state option 2: reference system\n",
    "    \n",
    "- __basesystem__ (*atomman.System, optional*) A reference atomic system to use for constructing the p vectors. \n",
    "- __baseneighbors__ (*atomman.NeighborList, optional*) The neighbor list associated with basesystem to use. If basesystem is given, then either baseneighbors or cutoff must be given, or basesystem must have a neighbors attribute.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1. Load systems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_system = am.load('atom_dump', 'files/fcc_Al_base.dump')\n",
    "disl_system = am.load('atom_dump', 'files/fcc_Al_disl.dump')\n",
    "\n",
    "alat = 4.05"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2. Initialize strain class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.        ,  2.86378576,  0.        ],\n",
       "       [-2.48011122,  1.43189288,  0.        ],\n",
       "       [ 2.48011122, -1.43189288,  0.        ],\n",
       "       [ 2.48011122,  1.43189288,  0.        ],\n",
       "       [ 1.65340748,  0.        , -2.33827128],\n",
       "       [-0.82670374, -1.43189288, -2.33827128],\n",
       "       [-0.82670374,  1.43189288, -2.33827128],\n",
       "       [ 0.        , -2.86378576,  0.        ],\n",
       "       [-2.48011122, -1.43189288,  0.        ],\n",
       "       [-1.65340748,  0.        ,  2.33827128],\n",
       "       [ 0.82670374,  1.43189288,  2.33827128],\n",
       "       [ 0.82670374, -1.43189288,  2.33827128]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Example #1: Give base and disl systems with a cutoff\n",
    "strain = am.defect.Strain(disl_system, basesystem=base_system, cutoff=0.9*alat)\n",
    "strain.p_vectors[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.65340558,  0.        ,  2.33826859],\n",
       "       [ 0.82670279,  1.43189123,  2.33826859],\n",
       "       [ 0.82670279, -1.43189123,  2.33826859],\n",
       "       [ 0.        , -2.86378246,  0.        ],\n",
       "       [ 2.48010836, -1.43189123,  0.        ],\n",
       "       [ 2.48010836,  1.43189123,  0.        ],\n",
       "       [ 0.        ,  2.86378246,  0.        ],\n",
       "       [-2.48010836,  1.43189123,  0.        ],\n",
       "       [-2.48010836, -1.43189123,  0.        ],\n",
       "       [ 1.65340558,  0.        , -2.33826859],\n",
       "       [-0.82670279, -1.43189123, -2.33826859],\n",
       "       [-0.82670279,  1.43189123, -2.33826859]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Example #2: Compute neighbors beforehand, and give p_vectors explicitly\n",
    "\n",
    "# Compute neighbors for current system\n",
    "neighbors = disl_system.neighborlist(cutoff=0.9*alat)\n",
    "\n",
    "# Define p_vectors for fcc cubic (standard reference frame)\n",
    "p_vectors = alat * np.array([[ 0.5, 0.5, 0.0], [ 0.5, 0.0, 0.5], [ 0.0, 0.5, 0.5],\n",
    "                             [-0.5, 0.5, 0.0], [-0.5, 0.0, 0.5], [ 0.0,-0.5, 0.5],\n",
    "                             [ 0.5,-0.5, 0.0], [ 0.5, 0.0,-0.5], [ 0.0, 0.5,-0.5],\n",
    "                             [-0.5,-0.5, 0.0], [-0.5, 0.0,-0.5], [ 0.0,-0.5,-0.5]])\n",
    "\n",
    "# Define the transformation axes\n",
    "xaxis = [-1,-1, 2]\n",
    "yaxis = [ 1,-1, 0]\n",
    "zaxis = [ 1, 1, 1]\n",
    "axes = am.tools.axes_check([xaxis, yaxis, zaxis])\n",
    "\n",
    "strain = am.defect.Strain(disl_system, neighbors=neighbors, p_vectors=p_vectors, axes=axes)\n",
    "strain.p_vectors[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3. Class properties\n",
    "\n",
    "All of the strain-related properties can be retrieved as class attributes.  Each property is computed the first time that it is retrieved and the values are retained.\n",
    "\n",
    "- __G__ is the strain correspondence tensor for each atom.  As all the other properties depend on this, it will be first computed when any property is called.\n",
    "- __strain__ is the strain tensor for each atom.\n",
    "- __invariant1__ is the first strain invariant for each atom.\n",
    "- __invariant2__ is the second strain invariant for each atom.\n",
    "- __invariant3__ is the third strain invariant for each atom.\n",
    "- __rotation__ is the rotation tensor for each atom.\n",
    "- __angularvelocity__ is the angular velocity for each atom.\n",
    "- __nye__ is the Nye tensor for each atom."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First call for G took 3.4210078716278076 seconds\n",
      "Second call for G took 0.0 seconds\n",
      "[[[ 9.99998842e-01 -6.52065142e-08 -5.86211320e-08]\n",
      "  [-1.08196712e-04  9.97999349e-01 -1.94600556e-03]\n",
      "  [ 8.50971890e-05  2.07595184e-03  1.00097862e+00]]\n",
      "\n",
      " [[ 9.99998842e-01 -6.61154251e-08 -6.29769634e-08]\n",
      "  [-1.05914368e-04  9.97987653e-01 -1.97956797e-03]\n",
      "  [ 7.95194344e-05  2.03782456e-03  1.00096836e+00]]\n",
      "\n",
      " [[ 9.99998842e-01 -6.56904838e-08 -6.07762374e-08]\n",
      "  [-1.07308439e-04  9.97994580e-01 -1.95945363e-03]\n",
      "  [ 8.23419310e-05  2.05716840e-03  1.00097375e+00]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[ 9.99998313e-01  3.20052517e-06 -6.00119553e-07]\n",
      "  [ 8.99265087e-05  9.98118463e-01  1.91607768e-03]\n",
      "  [ 6.26711158e-05 -1.81836851e-03  1.00087732e+00]]\n",
      "\n",
      " [[ 9.99998918e-01  1.91549000e-07 -7.28492610e-07]\n",
      "  [ 8.95165793e-05  9.98111963e-01  1.92753409e-03]\n",
      "  [ 6.18320365e-05 -1.80755118e-03  1.00086855e+00]]\n",
      "\n",
      " [[ 9.99998925e-01  1.59876036e-07 -7.21262376e-07]\n",
      "  [ 8.63555184e-05  9.98108179e-01  1.95376192e-03]\n",
      "  [ 5.63474077e-05 -1.76849561e-03  1.00085334e+00]]]\n"
     ]
    }
   ],
   "source": [
    "s = time.time()\n",
    "G = strain.G\n",
    "e = time.time()\n",
    "print('First call for G took', e-s, 'seconds')\n",
    "\n",
    "s = time.time()\n",
    "G = strain.G\n",
    "e = time.time()\n",
    "print('Second call for G took', e-s, 'seconds')\n",
    "print(strain.G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "properties for atom 50:\n",
      "G =\n",
      "[[ 9.99998844e-01 -6.69765111e-08 -7.91966166e-08]\n",
      " [-9.31157725e-05  9.97950746e-01 -2.11905039e-03]\n",
      " [ 5.79882631e-05  1.88665063e-03  1.00091457e+00]]\n",
      "strain =\n",
      "[[ 1.15574139e-06  4.65913745e-05 -2.89545333e-05]\n",
      " [ 4.65913745e-05  2.04925444e-03  1.16199882e-04]\n",
      " [-2.89545333e-05  1.16199882e-04 -9.14566547e-04]]\n",
      "invariant1 = 0.0011358436297309593\n",
      "invariant2 = -1.889379681164363e-06\n",
      "invariant3 = -2.227908990769343e-12\n",
      "rotation =\n",
      "[[ 0.00000000e+00 -4.65243980e-05  2.90337299e-05]\n",
      " [ 4.65243980e-05  0.00000000e+00  2.00285051e-03]\n",
      " [-2.90337299e-05 -2.00285051e-03  0.00000000e+00]]\n",
      "angularvelocity = 0.002003601166364519\n",
      "nye =\n",
      "[[ 2.74910901e-12  3.53212874e-12 -6.31473821e-12]\n",
      " [ 6.05100668e-13  3.60957916e-12  2.03563634e-12]\n",
      " [-2.03543889e-13 -2.93069820e-12 -1.46702428e-12]]\n"
     ]
    }
   ],
   "source": [
    "i = 50\n",
    "print(f'properties for atom {i}:')\n",
    "print('G =')\n",
    "print(strain.G[i])\n",
    "print('strain =')\n",
    "print(strain.strain[i])\n",
    "print('invariant1 =', strain.invariant1[i])\n",
    "print('invariant2 =', strain.invariant2[i])\n",
    "print('invariant3 =', strain.invariant3[i])\n",
    "print('rotation =')\n",
    "print(strain.rotation[i])\n",
    "print('angularvelocity =', strain.angularvelocity[i])\n",
    "print('nye =')\n",
    "print(strain.nye[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.4. Save to system\n",
    "\n",
    "The save_to_system() method will calculate the properties, if needed, and save the values as per-atom properties of the current system.\n",
    "\n",
    "Parameters\n",
    "\n",
    "- __properties__ (*str or list, optional*) One or more properties.  If not given, will include strain, invariant1, invariant2, invariant3, angularvelocity and nye."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.00201216 0.00200979 0.00200945 ... 0.00186799 0.00186834 0.00186185]\n"
     ]
    }
   ],
   "source": [
    "strain.save_to_system()\n",
    "print(disl_system.atoms.angularvelocity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.5. asdict\n",
    "\n",
    "The asdict() method will return the computed properties in the form of a dictionary.  This directly corresponds to the results of calling the old nye_tensor() function except that the property names have changed slightly.\n",
    "\n",
    "Parameters\n",
    "\n",
    "- __properties__ (*str or list, optional*) One or more properties.  If not given, will include strain, invariant1, invariant2, invariant3, angularvelocity and nye."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['strain', 'invariant1', 'invariant2', 'invariant3', 'angularvelocity', 'nye'])\n"
     ]
    }
   ],
   "source": [
    "straindict = strain.asdict()\n",
    "print(straindict.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Plotting <a id='section5'></a>\n",
    "\n",
    "All of the properties computed with the Strain class are done so on a per-atom basis, but they represent discrete measurements of continuum properties.  The atomman.plot.interpolate_contour() function interpolates the measured discrete per-atom values into a continuum contour plot estimate.  This provides a mapping of the per-atom properties as pseudo-continuum properties.\n",
    "\n",
    "Basic parameters\n",
    "    \n",
    "- **system** (*atomman.System*) The system with the per-atom property that you want to plot.\n",
    "- **name** (*str*) The name of the per-atom property that you want to plot.\n",
    "- **property** (*array-like object, optional*) Values for the per-atom property to plot.  If not given, values will be taken as the \"name\" property of system.\n",
    "- **index** (*int or tuple, optional*) Specifies which component of a multidimensional property to plot.  Not needed if the property is scalar.\n",
    "- **magnitude** (*bool, optional*) If True, plots the per-atom magnitude of a vector property.  Cannot be combined with index.  Default value is False.\n",
    "\n",
    "Plot orientation and range limits\n",
    "\n",
    "- **plotxaxis** (*str or array-like object, optional*) Indicates the Cartesian direction associated with the system's atomic coordinates to align with the plotting x-axis.  Values are either 3D unit vectors, or strings 'x', 'y', or 'z' for the Cartesian axes directions.  plotxaxis and plotyaxis must be orthogonal.  Default value is 'x' = [1, 0, 0].\n",
    "- **plotyaxis** (*str or array-like object, optional*) Indicates the Cartesian direction associated with the system's atomic coordinates to align with the plotting y-axis.  Values are either 3D unit vectors, or strings 'x', 'y', or 'z' for the Cartesian axes directions.  plotxaxis and plotyaxis must be orthogonal.  Default value is 'y' = [0, 1, 0].\n",
    "- **xlim** (*tuple, optional*) The minimum and maximum coordinates along the plotting x-axis to include in the fit.  Values are taken in the specified length_unit.  If not given, then the limits are set based on min and max atomic coordinates along the plotting axis.\n",
    "- **ylim** (*tuple, optional*) The minimum and maximum coordinates along the plotting y-axis to include in the fit.  Values are taken in the specified length_unit.  If not given, then the limits are set based on min and max atomic coordinates along the plotting axis.\n",
    "- **zlim** (*tuple, optional*) The minimum and maximum coordinates normal to the plotting axes (i.e. plotxaxis X plotyaxis) to include in the fit.  Values are taken in the specified length_unit.  If not given, then the limits are set based on min and max atomic coordinates along the axis.\n",
    "\n",
    "Interpolation grid size\n",
    "\n",
    "- **xbins** (*int, optional*) Specifies the number of interpolation bins to use along the plotting x-axis.  Default value is 200.\n",
    "- **ybins** (*int, optional*) Specifies the number of interpolation bins to use along the plotting y-axis.  Default value is 200.\n",
    "\n",
    "Additional options\n",
    "\n",
    "- **dots** (*bool, optional*) If True, then the positions of the atoms are shown as circles.  Default value is True.\n",
    "- **czero** (*bool, optional*) If True, the range of property values will be centered around zero, i.e. cmax = -cmin.  If False, cmax and cmin will be independently selected using the property values.  Default value is True.\n",
    "- **save** (*bool, optional*) If True, the generated plot will be saved to \"name.png\".  Default value is False.\n",
    "- **show** (*bool, optional*) If True, matplotlib.pyplot.show() is called.  Default value is True.\n",
    "- **length_unit** (*str, optional*) The units of length to use for the plotting x- and y-axes.  Default value is 'angstrom'.\n",
    "- **property_unit** (*str or None, optional*) The units to use for the property value being plotted.  Default value is None, in which no unit conversion is applied.\n",
    "- **cmap** (*str, optional*) The name of the matplotlib colormap to use.  Default value is 'jet'.\n",
    "    \n",
    "Returns\n",
    "\n",
    "- **intsum** (*float*) The area integrated sum of the property over the plotted region.\n",
    "- **avsum** (*float*) The average property value taken across all plotting bins."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1. Plot settings\n",
    "\n",
    "The plotting function has a large number of parameters that can alter and affect the final plot.  Here, a number of the common values are pulled out and defined separately for clarity.\n",
    "\n",
    "Notes:\n",
    "\n",
    "- The interpolation scheme does not do extrapolation, so the plotting range (xlim and ylim) must be inside the range of atomic positions along the two plotting directions.\n",
    "- zlim controls the position and thickness of the slice of atoms normal to the plotting axes that are included in the interpolation.  The interpolation only considers the 2D positions relative to the plotting axes. If the strain is not invariant to the normal direction, then atoms with the same or similar 2D plotting positions can have different values which will affect the interpolation.  For those cases, the slice should correspond to roughly 1 periodic thickness."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "settings = {}\n",
    "settings['plotxaxis'] = [0,1,0] # Set the plotting x-axis to be aligned with the system's Cartesian y-axis\n",
    "settings['plotyaxis'] = [0,0,1] # Set the plotting y-axis to be aligned with the system's Cartesian z-axis\n",
    "settings['xlim'] = (-25, 25)    # Sets the range limits along the plotting x-axis\n",
    "settings['ylim'] = (-25, 25)    # Sets the range limits along the plotting y-axis\n",
    "#settings['zlim'] = ()           # Restricts the size of the out-of-plane slice over which atoms are interpolated from. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2. Examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 554.4x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 554.4x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 554.4x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make contour plots for the strain invariants\n",
    "am.plot.interpolate_contour(disl_system, 'invariant1', dots=False, **settings)\n",
    "am.plot.interpolate_contour(disl_system, 'invariant2', dots=False, **settings)\n",
    "am.plot.interpolate_contour(disl_system, 'invariant3', dots=False, **settings)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3. Nye tensor plots\n",
    "\n",
    "The Nye tensor provides information about the dislocation content within a system.  For a single straight dislocation, the first component of the Nye tensor should correspond to the dislocation's line direction.  The second component then determines if the plots are for the screw component, the edge component, or the slip-plane normal component."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Gg+5+2e12Nm3alHS6DL66deowNDRUo7tQUEAAHHvffao2NDSUjRo21Gg9hoBnhOPXc+doMpl4yy23aLSjR4+moig8m5dHOl0jLwA4Z/ZsjbZly5al2uY5frt27tRoq1WrxmbJyWp+2tSpBKB7HRiNRt4xZIia79mjB202m0b3S24uAXDevHlqWb3ERNaqVUvNe+TLl/+HAEp1pkFBQezUqbPmNNx331gqiqJ2EAUFF6goCsePn6DRpqe3Z3BwsJrfs+crAuDatWs12tjYWCYkJKj5xx+fRQC6HZHNZmPXrl3VfLdu3Wiz2TS6oqJLBMBx48apZTExMYyPj9dot2zZSgDqCEde3lmazWb26NFTo50x4zHXNbN1G51OcuPGjwlAtzPs0+dmGgwGdTTinnvuJQAeOZKl0TZu3Jg2m41HjmSxsPAiExISaLFY9H4KrFKlCkNDQ3nkSBZ37/5SHSXTOwZms5nR0dHcsmUrp06dRgC85557NdoDB76loiisU6cuX375FV533XUEwA0bNmq0a9Z8QABs2LARx4wZw6CgINpsNp4796tG+/zzc1Vtly5dKIRgcnIz3f3y3Ffq1q3L+Ph4AuD06dN1tT179lLvyVarlQaDgbt3f6mrTU1NVf+c/EMMjC0AlpYpi3F37j38rDcDwEmd8sMAni6nznvd2zf50VRxa4ZKA8NzYaSk8Hx+PsPCwhgfH6+5Ovd+/TUB8KknnySdTp7JyaHZbNb9tz958mQC4A+HD5NOJ787eFD9kZTVtm7VikFBQWpH8u7KlQSgO0QfFhbGli1bqvkJ48dTCKH9JTmdFELwkUceUfOdOnZkSEiIRvfxxo0EwP379qllMTExTNYxXMaNG6fp+M1mM4cOHarRtmrVitWqVVPzv547p/5zLKutWrUq27RureYXLVxIALxQUKDRGgwG1Wig08k7hgyhxWLR6I5nZxMA31u1Si1r0qQJY2NjNdoFCxYQgGo00OlkUFAQu3TpotEOu/NOmkwm9XxdKCigEILTpk7VaFu0aMGIiAg1v22rqwPbtnWrRhsZGVnKWHx4yhSfBobJZGK/vn3V/A033EC73a7Rnc/PJwA+MWeOWlarVi3WqVNHzXvkq1evJgBmZn5Bp9M1PB4QEMBu3bppLq/x4ydQCMG8vLN0Osnc3F8ohOCkSQ9ptO3bd2BQUJD6bzkz8wsC4Lp1H2q0MTExbNCgoZp/5plnCUB3tMNisZQaBRg4cCDNZrNGl59/ngA4f/6rallKSgqrV6+u0S5duowAmJNzRi2LiIhg69ZtNNrhw4fTZDKVKjMYDBwzZoxG26xZCmvUqKHms7OPE4DutFJYWBg7duyk5l988d8EoDva4PmNe/K33norAwICNDrPMf/00+1qWZ06dVi/fn2Ndvr06aWMuuLiEprNZg4aNFij7dq1K+12u9q2w4d/IAAuXbpMo42NjS1l1D3yyCMEoDutZLFY2Lnz9Wq+efPmdDgcGt25c78SAO+7byydTpeha7fbmZqaqtF6RtIWLFigXgOVZmAYjRWSLsPAeAhALgCHV9kEuJyVg/ys19JtALTxKkt1l3Uup86lAH4sRzPKva0m0sDwMjA8N2u9f8SeG/CPx46pZdWrV2dqaqpGe/eoUTQajWrnUFJcrOkYPal58+alOuLPd+0iAP5v82aNNjw8nC1atFDznpEJza/J6aSiKMzIyFDzjRs3LtXZedK3Bw4QAOc+/7zaYdpsNqa3a6fReqYnPH4Png5Tz3AaMngwFUXh57t2qW0FwG/27tU9Bmazmfv37ePFwkLWS0yk2WzW3a/o6Gg6HA7u37ePX+7eTZvNVqrD9E42m41Vq1bl/zZv5hNz5vic0jmenU2DwcC4uDguWbJEnUrQm3rx7HPjRo04Z/ZsxsXFUVEU3ZEZj6HUsmVLjhs3jna7nUFBQbpTJJ6Row7t23PAgAFUFIWNGzfW3a8bb7xRncrq3KmTa3pg0CBdbb3ERCqKwt69ejEpKYkA+MLcuepyj7Sw8CKDg4NptVp52223MTY2lgC4efP/NJs9ciSLRqOR4eHhHDhwIMPCwmg0GpmVdVSjff/9/6rTRMOG3cWAgAAGBQXpGg2TJj2k7tc999yrjqzp7BZbt25DRVF4331jOXbs/VQUha1atdbVhoeH0263c/78Vzlu3Dif0ymnTv2kTsvs2PGZ+k969uw5Gq1n1GvkyFE8d+5XdcpGb2QmIyODQgjVqPJM3Z04cVKjTUysR4fDwZycMywuLmGzZikaQ8aTrFYrW7RoQafTZQjExMSwatWqGt2JEycJgDNmPKae68DAQHVd7+Qx6jy+J7m5v1BRFI4cOUqj7datGwMCAlQD48CBbwmAy5f/R6ONjo5m06ZN1bzHcNK7DgwGQ6nRlf79b6fVatXo9u3bTwDcuPFjtax+/fqsU6eORjtjxmMUQqj5SjMwhCDN5gpJl2FghML11NUGuHwkRsA1PTKzjO57AK+VKfsQwA9wvamzN1xv6dzqtTwWridU7gLQEa44QAvdhsMoL92jcL3c62Z3G2YAuABXQMQKP75X3FD4oyk5OZn79+2jxWLRnXb4+fRpKorCJk2a8GhWFufMnk0AfGDCBI32k02bCIDp7drxgzVr2KZ1awLg9k8/1Wj//eKLhHvu/V+zZjE4OJgBAQG8WFio0f7fva6h1U4dO7Jf374UQrB58+Z+O6G0tDTWr1+f8OPX0Cw5mQBYLzGRdrudiqJw79dfa3QlxcWMjY2lEEJ1BoyKitLtMC8UFDAiIoIAaLVaCYD9+/XTrf+nU6cYFBRE98VLIQTfXLxYV/vN3r3qHDXcw51ZR47oav+3ebNaN9xz8L78UN5duVKddxZCcNy4cbo6Op18df58VRsQEMB3V670qZ05c6Y6dBsTE6NriHjSvffcw4CAAFosFrZs2dKnf01JcTFv7tNH9WcYMniwz/06n5/PNq1b0263MzQ0VDOV4y0/duxH1q9fnwEBAaxataqu/4UnffrpdlavXp1Wq5XR0dHcuXOXT+38+a8yODiYZrOZ8fHxuj4NnjRixEhaLBbVB8WXQ2JBwQWmpqaqfgopKSk+nRwPHPiW4eHh6nXQvn0Hn/4Hixe/SYPBoGr79LnZZ1s9RoUn+XI0LSq6pPpDuV9GxsmTJ+tq9+79RvVH8vhFzZ37gq52zpwn1N+AzWajEIIrV76rq23VqrU67RAYGEhFUbhr1+ca3blzvzIwMJBWq5Xt23egw+GgyWTSNR4900K1a9dmRkYG7XY77Xa7rmPuvff+n+se0P92Tp06jRaLRXcUyekkExJcfzDmzZvH55+fS4PBoDsqUVxcQpPJxNjYWB469D3nzZtHIQQHDhyo0Xqmv4YNu4tO5z/DwHB38A3chsAFt7HxGABDGU0WXO/m8S4LcRsMeXA9/fE2gCpey4MBLHGvWwhXLKRNALqX2U5/AJkAzgIochszMwBYpIFR+kCpP9bj2dk+OxaPwyIAtm3Txm/H4rmZCCF05+g9acL48TS6hsQYHh7OL3fv9qkdPnw47XY7rVYr09u10zVEPJ3QHUOGMCIiglFRUfzXrFk+t1lSXMyMjAzWrVuXzZs391v/paIi3j1qFNu1bcu7hg3zWT+drqcdHpo0iQMHDvRpMHjS+fx8zn3+ec6cOdOvo61H+96qVfzv++/rTqOU3bev9uzx+/SGd/r13LnLeurmn5L+Bk34y1J+/vnLejKisPAiMzO/YG7uL+Vq9+3bzyVLlvh9MsbpdHWGCxcu4rRpj/o1xpxOl6F3773/x6FDh+qOIHmnFStWsHPn69m9e3du2bLVb/0jR45iQkIimzdv7rcNx479yKSkZIaHhzMxsR6//nqvT+1bb73N0NBQWiwWxsXF+X3qpm/ffjQYDBRCMDY2ltnZx3V1p079xOjoaPU+Gx8fr07HlU2rVr2n3jsBsHHjxj7P8bBhd5X6s1FpBobVWiHpcgyMay1dte/BqBkTw2mPPorb+/dHQECAT11ubi62b9+O2rVro379+j51AOB0OpGdnY0aNWpAUeRLTiV/L3h1xDiTXKPk5eVBURQEBQX51Z07dw47duxAVFQUmjRp4le7c+dObNmyBcuXv4PMzMwK/wGkGgzMtForZFuioOALkqnlK68drloDIzU1lZmff36lmyGR/GVIA0NyrdK8eao0MK5C5KvCJRKJRHLtIkerKw1pYEgkEonk2kUaGJWGPLISiUQikUgqHDmCIZFIJJJrEyHkCEYlIg0MiUQikVy7SAOj0pBHViK5ShC4Op/4kkgk1yZyBEMikUgk1yZyiqRSkQaGRCKRSK5dpIFRacgjK7lmKCwsvCxdQUEBDh06BKfTWa724MGD2LFjB4qKivzqioqKsGnTJmzevBnFxcV+tXl5eVj57rvYsmVLuW3Izs7G8uXLsWfPnnLbevToUaxevRrHjh0rV3vs2DFs2bIFBQUF5Wpzc3Nx9OjRcnWA6ziUt/8SieSfgTQw/gKcTify8/MvS/f5559j586d5d6Ejxw5gueeew5vvPFGudrFixcjIyMDM2fO9NthFRQUICMjA+np6Rg3bpxf7aeffoqUlBQkJCZi9OjRfrVTHn4YUdWro1pkJO65916/9bds1Qq2gAAEOhx44IEHfGp3796NiKpVoRgMsFitmPHYYz61L774IkxmM2wBATCZzXj55Zd9avv26wd7YCASEhNhsVqx8t13dXWFhYVISEhAvfr10ap1awSHhGDnzp262kOHDqFKRAQ6de6MDh07IqJqVZ+d/Jo1axBRtSpuvfVWpLdvj9p16vg0jJ588knExtZE//790KxZMjp06OBzv0aOHIG4uFro06c3atWKxdix9/nU3nDDDahVKxbt26cjKMiBxYsX6+qKi4uRlNQUVaqEIy6uFoKDg/DNN9/oanNzc1GnTm1YrRaYzSY0atTIp/Fy7NgxxMbWhMGgwGw2Yfjw4T7bum/fPtSqFQur1YIqVcKxYsUKn9rdu3cjISEB4eFhaNYsGSdOnPCpVa/vhASMGjXK7/W9adMmdOvWFddffz1Wr17tUwcAmzdvxl133YX7778fp0+f9qvNzMzEE088gVWrVvnVAS5Dc/369cjJySlX63Q6ce7cuXJ11wyKUjFJouVKB0P5oykgIIApzZrxlZdf9hlZqKS4mEOHDmV0dDTj4+P9BvA6mpXFevXqqZEp31u1yqd20cKFDAgIoBCCISEh/HjjRp9aTyhxuAOzecKhl03Hs7NLRZAMDg7mD4cP62rfXLxYDcwGd8C1X3JzdbW9e/UiADWaaExMjM9oqmFhYVQURY2q2rBBA91tbt2yhUIIBgUFMSEhwRXxMj1dV+sJt920aVM2b96cADhw4EBdbcMGDagoCvv368e2bdoQAKdNnarRnc/Pp9VqZUhICB+dNk2NfrtkyRKNdvunn6rBkt5YtIjJ7hDou3bu1Gj/NWsWAfDuUaO4ccMGxsfH02Aw6B7brl27UlEULliwgLt27mR4eDiDgoJ096tmzZq02+38bMcObt2yhVarlXXr1tXVWiwWxsTE8Hh2NlesWEFFUXjjjTeqyz3SI0eyKIRg69ZtmJv7C2fN+pfreE17VLPZlSvfJQBmZGTwxImT7Nu3HwFw/fqPNNrJkycTAB955BHu3fsN69evT0VRmJNzRqPt0aOnKzDgnCe4evVqBgUFMSwsTPen0KBBQxqNRs6Z8wSnT5/uN1x7REQErVYrp0x5mD179lLbU1aXl3eWNpuNDoeDQ4cOZVxcHIUQ3Lp1m0Z76ND3NBqNDA4OZqdOnWmxWOhwOHQjiW7duo1CCAYHBzMhIdEVKLFtO922Ll26jABot9vVCMPPPvucrvbJJ58iAJpMJgohaLFYeOjQ97ra8eMnlIr82qRJE59BwYYMuaOUdurUab5uR+zRo6eqczgcPoOoFRVdYocOHWkwGGgwGJiWluYz+m1BwQW2adOWdrudISEhnDlzps/68/LOsl27dEZGRrJBg4bcvftLn9pTp37iDTfcwAYNGlZesDOTiaxevUISZLAzTbriDfijyWAwMDIyUr356F2hnTt1IgAmJyUxJiaGAHSNjAsFBQwKCqLVauWtt97KmG8t/hQAACAASURBVJgYCiG4betWjXbb1q1qqPTJkyczMjKSRqORPx47ptHeP3as2mG9sWgRQ0JCaLfbdaN/1ktMpMVi4Ufr1/OTTZtos9kYGxuru19Go5H16tXjxcJCfr5rF41Go24H7+lcJ0+eTDqd/HjjRgoh+H/33qvRjhkzhkIIfrVnD+l08p1lrhvnO8uWabTJSUkMDg5WDZWHp0whAJ7Ny9NoHQ4HW7dqpeZ79+pFs9ms0V0qKiIATp8+XS1r1LAho6OjNdrVq1cTQKlQ6qGhoUxv106jvfeee2gwGNRjXlJcTEVReP/YsRptWloaq1WrpuaPZ2cTAFevXq3RVq1atdR+LViwgAB0o9UajcZSxzwjI0P3GPx8+jQBcMWKFWpZSkoKa9SooeY98oULFxFAqZt+lSpVmJ7eXnPJDBt2F81mc6kyg8HA++4bq9E2b96cUVFRaj47+7h6DMpqIyIiShkJ//73SwTAoqJLGq3RaOTo0aPV/G233UabzabRnThxUjUWPWV169Zl7dq1NdrXXnudANTQ5EVFl2i1WnVDtmdkZNBgMPDcuV/pdLpCwgPgyy+/otEmJzdjcHCwuh9Tp04jAN1oreHh4YyPj1c7/+TkZrr75TnmLVu2ZHFxCU+cOMmAgAA2bdpUo/O0zbMfS5YsIQBOmPCARrt48ZsEwOHDh/Pw4R/YpUsXAtA1HDzG/qhRd3Px4jcZGhrKgIAAXcOlW7duFEIwIyODI0aMpBCCrVq10t2vBu4/Br169WZSUjIB8JlnntXoioouMSIigkajkS1btqTD4aDBYNA1snJyzjAgIIAmk4nx8fHSwLhK01U7rpOUlISTJ06gXdu2eOKJJzTLnU4nNn78McaMGYPdu3fj2NGjqFmzJh5+5BGN9oO1a3Hu3Dns/Owz/Gf5cvxw+DCsVitmz5mj0b78yiswm83Yt28fHp85Ewe//RbFxcVYunSpRrvmgw+QkJCAl156CUOGDMHbb7+N8+fP48iRIxrtkaws9O/XD9dffz3at2+Pu4YNw/HjxzW6nJwcFBcXY+bMmTCbzUhNTUVycjIOff+9RvvFF18AAB6bMQMA0LFjRwQHB+Pgd99ptD8eO4aAgAA1umHfvn0BAIcPH9Zof83PR1RkJIxGl49wu3btAAA//fSTRltcXIxq1aqp+erR0SgpKdHoPJiMv/kdKwaD7tC0zR2cyFOf0+lEUVERTCaTRutwOOB0OtXh8OzsbDidTgQ6HBptcHAw8vLy1KH7TZs2AQCiIiM12sDAQHx/+LDavk8++QRCCJjNZo3WYrFg+/btan7Xrl2w2WwaXVhYGACoQ+KFhYU4dOgQQoKDNdratWsDABYuXKju1y+//FLqWHuoUaMGioqKkJmZCQDYtm0bSkpKEBMTo9GGh4fjzJkz6hD6u+4popiYmhptQEAAjh37zfciM/NzCCHU68IbRVGQlZWl5rOzs3V1Vve5/fnn34b6L1y4AKNRe25J17H3HHNFUSCE0L1mCgouwGQyITAw0L0/rn3XmyrIz/8V1appr++TJ09qtOfPn0daWpoafblTp064ePGiTv0FKCkpwd13j4aiKIiMjERSUjJOnTql0X766TYAUO8pAwYMRHh4OD7XCe64Zs0a2Gw2zJs3H3Fxcfjgg7UQQmDt2rU62g9Qp05dvPTSSxg0aBCWLXtH9Tcqy+bNm9GjR0+8/vpCvPLKK7jjjjuwa9cuja6wsBD79+/HY4/NxKpVq7B7927Url0bL774gka7cuVK/Pzzz/jf/7bg00+34/jxE1AUBVOmTNFoH3pokvv6/x7ff6+9B1Uocoqk8rjSFs4ftjxTUkinkxMnTqSiKBqz+kJBAQGUmkJp0aIFIyMjNdq333qLAEqNQjgcDnbp0kWjvWPIEBqNRl4oKCCdTv547BgB8Llnn9VoGzduzPDwcPXfs2cI/kxOjkYbFBTExo0alWprQECARldSXEwhBLt37046nTyTk0O73c6kpCSN9vNdu9QRFDqdfHflSgLgAxMmaLQvzJ2rTklcLCzkLbfc4nMqYfjw4QTAR6dN48cbN7JatWq0WCy6IzPt09MphODEiRP56LRpNBgMbNKkifZvkNPJunXq0GAwcOSIEezatavPtl4qKmJYWBjNZjP79O7N2NhYAtCdqjqTk0ObzUabzcY2rVur3/WmPfbv20eDwUC73c6GDRpQCMF6iYm6bV27dq067eUZHbtjyBBd7dNPuYbGw8LCGBISQgCcN2+ernbo0KEEoE4TKIpSalrNW+6ZcvKMogUEBPD06Z81my0svMiIiAgqisLo6GgKIVi9enXdkYbDh3+gyWSi1WplXFycOr2k98912bJ31LZ6pspuvfVWXe2wYXcRABs3bsz69esTAB98cJKuNiEhgYqi8KabbmKDBg0IgAsWLNDocnN/ocViYWhoKMeMGcPExHoEwI0bP9ZoPecrLS2Nc+e+wLi4OCqKwiNHsjTakSNHqSOjGzZsZGRkJC0Wi+4//YSEBNpsNu7e/SUPHfqewcHBjIyM1N0vo9HIxo0bs6joEg8d+p4Wi4Wpqaka3c6drt/tjBmP0ekk9+z5ioqiMCMjQ6O9776xFELwwIFv6XSSGzZs9Hm8mjZtyrCwMHU/Zs+eQwC614zdbmenTp3V/K233qoZBXM6yXPnfiUAvvjiv9WyBg0asmbNmhrtyy+/QgClpqUcDge7d++u0fbq1ZuBgYFqvtJGMMxmsmbNCkmQIxiadMUb8EdT7dq1+cmmTbTb7aWGkL1TlSpVaLfb+fprr3HixIkEwNv799fofsnNpcViYVhYGB+eMoWpqakEoOuHsffrr6koCiMjI9m/Xz86HA5arVZdo+GDNWvUDqB58+YUQrBZcrJuW//94ouqP4XHB+Jfs2bpaj37YrfbaTAYaDKZ+O2BA7raO4YMIQAqikIATExI0DUE6HSye/fupeZyx40bp6srKS5WfSTg9u/4ZNMmXe3FwkKmNGumahMTEnSnUjznoWnTpjQajbRYLBw5YoSujk4nfzp1ik2aNGFgYCCrVatWalqhbPrh8GEmJSWxatWqTE5K4tGsLJ/ar/bsYUpKCuPj49mvb19dfxVP+mTTJqalpTEpKYkzZ870qaPTyWVLl7J1q1Zs26aNX/8eOp187tln2aZ1a3bt2pV7v/661DJvaXFxCSdMeIAtW7Zknz4363YUnpSff579+vVnSkoKBw0azMLCiz61hw59z/T09mzUqDFHjhzlc+7f6XT5dzRs2Ih16tTl+PET/O0WJ0x4gNHR0YyJieH06dP9trVNm7YMDAxkeHg4n39+rk9tZuYXjIyMpMFgoMPh4MKFi3xqn3zyKRqNRgKgzWbjypXv6uqKi0vYrl16qetbz2hxOl2+MB7fC8929+z5Slc7f/6rFEKo/lOBgYHMzj6uq/UY2IGBgRRCMCwsTNdf5Ny5XxkUFESDwcCaNWtSCMGaNWvqnrN16z4kAFatWpUpKSkUQjA5uZlu/RkZGQTA9PT27Nz5egJgz569dLXR0dE0m80cP36C6uMxceJEje7YsR+pKArj4+O5ZMkS3njjjZrpME/yTDkOHz6ce/d+Iw2MqzRd8Qb84YZ7OU56z8V7p28PHCjlONm2TRufnavHUU8IQavVyqefesrnnfLjjRsZFRVFm83G+Ph47t+3z6d29erVrFOnDqtXr87bbrvNZ/10uvwerrvuOjZv3pyLFi702wn9Z/ly9undm0MGD/bbYdLp+rc9Yfx4zps3z2/9dDr5RWYmFy1c6NNg8U5ncnK4f9++crdJp8souRydTP7T36AJV33yZzB5p9zcX3jgwLfl6gsKLnD16tVcvvw/qo+Hr7Rnz1ecPHkyZ836V7naZ599jj179uI999zr08HS086ePXsxKSmJAwcO9Gs8rlnzAevWrcvo6GjedtttfvftzjuHMSgoiA6Hg3379vOpPXHiJOvUqUtFUWgymXjnncN8bnPFihWqw7kQQtevxJMGDx6i3rsr1cCoVatCkjQwtEm4O+urjoYNG3LRwoVITk7Wncv1Jj8/H1artVydRPJ3hhBXugkSSYWQn5+v+sP44/Tp0/j2228xfvw4ZGZmVvgPINViYWaNGhWyLfHDD1+QTK2Qjf1DuGp7XJvNhubNm1+W9nIuZIlEIpH8NVzuPblq1aqoWrVqJbdGUllctQaGRCKRSCR/ChmLpFKRBoZEIpFIrl2kgVFpyCMrkUgkEomkwpEjGBKJRCK5NpFTJJWKNDAkEolEcu0iDYxKo1KOrBDiNiHE+0KI40KIfCHEF0KI23V0w4UQh4QQhW5Np8poj0TyT0Dg6nykXCL5W/MXvipcCNFACPGxEKJACHFCCDFDCGG4jPWChRALhRC/CCHOCiHeEkKEey03CCEeFEJsFUKccaePhBCaRy2FEHWFECuFED8JIc4JIbYLIbr+rmN2mVSW6TYOQD6A+wH0BPAJgLeFEP/nEQgh+gN4BcBiAN0A7AOwRgjRqJLaJJFIJBLJFUEIEQpgI1wvD+sFYAaA8QCmX8bq7wBoD+AuABkAmgN4z2u5DcAkAJ8DGAxgEIBLALYJIVK82uAAsAFAPIC7AdwK4ASA/wohWvzhnfNBZU2R9CCZ45XfJISoDpfh4YmCMx3AGyQfAwAhxP8AJMN1kAZVUrskEolEInHx1/pgjILLELiZ5DkAG4QQQQAeFUI84S7TaaJoCaALgHSSW9xlxwHsFEJ0JrkRwAUA8SR/8VrvYwDfAbgXwFB3cWsAsXD10Xvduk0AjgO4BYA2ot2foFKObBnjwsOXAKoCgBAiHkACgOVe6zgB/Aeu0QzJNUxubi7y8/PL1eXl5WHdhx9i37595Wp37NiBZ555Bps3b/arczqdePHFFzFu3Dis+/BDv9rTp0/jvrFjceewYfj444/9anfu3IkBAwZg4KBBulExvXnnnXfQu3dvDBo8GEePHvWrffrpp9Gjx024++671SiwejidTkyePBl9+vTBzJkzdSOOeigoKMCkSQ/ijjvuwIoVK/zWn5OTg+nTp2PSpAfxzTff+NWeOnUKL730El5//bVyz29eXh7Wrl1b7jYB174dO3bM7z5JJD7566ZIugFYX8aQWAaX0ZFezno/eYwLACC5C8AR9zKQLPE2LtxlRXDNDHi/qcwTlvisl64YwHmgEl4V/Fe9kxzAKgCfu793h2uYqFYZzW3u8ohy3yHvjqZ6JdNPp05dVnyN7w4e5OrVq/nTqVN+dRcKCvjC3LmcOXNmubFAtm3dysGDBjEjI4Pf7N3rV/vQpElMSUlh506dfMZtodPJkydOqBFnmyUnM+vIEZ/aNxYtYlhYGK1WK+vVq1cqEq13Kiku5k033USDwUAhBBMSEvjz6dO62qNZWaxataoaf6BevXpq1NqyacmSJWoANwBs3ry5z3MxcODAUkHcunXrpqu7VFSkRhA1GAwEwLuGDdPV/nD4MK1WK4UQNJvNBMBZjz+uq/3P8uWqzmw2UwjBd1eu1NVOGD9eDXJlNBppNBpLxbrxlnfq1FmNxyOEYEhIiG58i+LiEsbHx6vbBcCkpCTdU5uXd5YhISEUQqgxI4YPH66rPXjwO1qtVjWuhBCCb731tq5206ZP1EBjnnboRTJ1Osm33nq71LlNSUnxGQfj+efnqlohBB955BGfP4UZMx6jyWQiAIaGhnLHjs98aidOnEiHw0Gbzca2bdv5jQUyduz9rFGjBmNjY/nUU0/7+yly4sSJTE5uxk6dOvPgwe986oqLSzhjxmO85ZZbOG3ao35jhhQXl3DBggWcOnUad+7c5bf+oqJL3LJlK9ev/8jvPnlSTs6Zy9JVdqq0WCQ2G5mUVCEJ5cQiAXAawKM65ecBPOBnveUANuuUfwDgAz/rWQCcAvCkV1kAXIbJcgAxAMIATIbLpaFBhff7f5Fx0QmAE0CGOz/QffMIKaPr7C5P8LGdEQAyAWQajUZGRkayV8+ePiNelhQXMyMjgw6Hg4GBgbz11lt9dkLHs7MZHx9PIQSNRiOHDh3q82p/c/Fi9WYphOCE8eN9am+66Sb1RimE4JzZs3V1P58+zeDg4FLaNxYt0tW+sWgRAdBsNtNoNFJRFG7csEFXe8MNNxAAo6OjabFYaDQadY2XX8+dY2BgIC0WC9PS0miz2Wi1WnWNAU/o67p16nDAgAG0Wq0MDQ3lxcJCjXbI4MEEwCGDB3PSgw/SZDKxdu3aum2NiYmh1WrlG4sW8aknn6SiKGyfnq7Rnc/Pp8FgYL3ERGYdOcK5zz9PABw1cqTPto4ZM4Z0Ojlz5kw1nHVZ7ejRoymE4Ifr1pFOJ4fdeScB6BpwzZKTabPZePLECTW6rKIouvsVEhLCuLg4Xioq4qWiIsbGxjI0NFT3ehVC8KabbiKdruiydrudTZs2VTUe+Y4dnxEAH398Fp1Ocu/eb6goCgcPHqJpwuOPzyIArlnzAZ1OcvHiNwlAN/Jor169aTAYuHfvN3Q6ySFD7iAA3aifiYn1aLfbmZ19nIWFF5mQkECr1ar7U/CEMc/N/YUHD35Hm83GevXqaXQFBRdoMBiYkJDAI0eyOHfuCz6NnMzML1Tjcs2aD9Son2vXrtVo33rrbQJgmzZtOXPmTIaHh9NisTAv76xGO3XqNAJgy5Ytecstt1BRFDZt2lR3vwYNGqyGoa9Tp26pc1I2dejQkQBYo0YN9bfoy8ho1KixGjEZABMT6+kaGYWFF1nTFclTjdLqy8g6ffrnUga8J8y8nvbAgW8ZFhamalNTU1lUdElXu2PHZ2qgSIvFwtmz5+jqnE5y/fqPWK1aNVqtVsbGxqrXmV5avvw/jIuLY2RkZOUZGAEBZLNmFZIAZHn6J3caUab/ugRgrE6/lg1glp/+cwOA93TKlwDY7me9GQAuAkgsUx4L18iG5/yeBdCpUvr+v8C4qAXgJwCrvMo8BkZwGe317vK65W3XaDQyLS2NQgg2btRI9wr1hCrv2KEDu3Tp4go53KOHrjYqKooWi4UTJ05kr56ukMOTHnxQo/vh8GEqisJ6iYl8d+VK9uzRgwC4bOlSjfapJ58kAD40aRKPZ2ezXdu2BKA7itCyZUuazWbu/fprXiwsZP369WkymXTbarfbWS8xkSXFxbxQUMDIyEhGRkZqdMezswmAkydPJp0uI8Jms7FtmzYa7azHHycAfn/okLquEEI3ZHv79HQGBQWpxtq2rVsJgB9v3KjRVqlSha1atVLz06dPJwBdQ8/zD9ST7969Ox0Oh0a3dcsWAigVyjwuLk73OnhgwgRNx2+xWDhk8GCNtl3btoyIiFDzFwsLCUA3sm1UVBSvu+46Nb9s6VIC4C+5uRqt0Wjk6NGj1fzIESN0z+3Pp08TQKnQ86mpqYyOjlbzHrknnLV35Mzw8HCmp7fXXDKDBw+hxWIpVaYoim549aZNmzI2NlbNHzr0PQFw/fqPNNrg4GB27dpVzT/zzLMEoNtZCCE4Y8Zjar5Xr94MDAzU6D79dDsBlOr44uPj2aBBQ4128uTJFEKU6njNZjOHDLlDo+3QoSNDQkLU/JEjWQTA5cv/o9FWr16dDRs2UvNTpjxMALodvNFoZJ8+N6v5pKQkhoaGanRZWUcJgNOmPUqn0zVSZLVadc/Xyy+/QgBcunQZnU5y5cp3CYDPPvucRjtw4EAKIbhhw0YWF5eoYd5PnfpJo01ObkaTycT16z/i11/vZXBwMKtUqaJ7viIiImi327l48ZucOnUahRDs3buPRpeXd5YWi4VhYWGcNu1RpqWl+TyuX3+9l4qiMDIykgMGDKDD4aDVamVOzhmN1rPP0dHRTEtLq1wDIzW1QhLKH8G4BOA+nfLjAB4vx8BYpVP+FoBPfaxzI4CSsgYNADtcfhbb4HoAozOAhQDyACRX9PGtVO8WIUQYgHUAjqG046ZnriikzCqefF55227atCl2bN+OZ55+Gnu/+QanTp3SaFasXInrO3fGxx9/jA/XrcNtt92GD9ev1+jOnTuHkydPYu7cuZgzezbee+891K9fH0uXLdNo33//fTidTnz11Vfo06cPVq9eDbvdjqVLl2q0H23YgJCQEMyaNQvVq1dX5+k3bNig0R45cgQpKSlo1KgRzGYzpkyZgkuXLunOVV+4cAF9+vSBoiiwWq1on56Os2fPanSe+ftbbr4ZgCvAUPXq1ZGbm6t7DBRFQVxcHAAgMjISRqMRv/76q0ZbUlICg8EAxT3v6HA4AAAXi4o0WoPBUGobZ86cgRBCXdcbRVGwz2vOPSsrCxaLRaOrVasWAKj+AZ7zFxYWptHWr18fTqcT77zzDgBg06ZNuHjxImrXqaPRJiQkICcnB9u2bQMATJo0CQCQnJys0cbGxuLLL7/EwYMHUVxcjNlz5sBoNCIkpOwlDVSpUgVLly7F6dOncerUKbyzfDkiIiJ0dSaTCVMmT0ZhYSF27tyJPXv2IKFuXY22des2AIC+ffvC6XTijTfewJkzZ3DddVpH8LZt2+LixYt44oknAAATJ06E0+lEerp22rdevfr48ccf1WNw//1jfR6DiIiq2L59O3JycuB0OvH666/rni8AMJvNWLVqFZxOJ4qKivDZZzsQHBys0cXGxgIAVqz4DwBX1M0TJ07ontvQ0DCQxP79+wEA2dnZuHTpEkJDQ3XqN6GoqAjFxcUAgBMnTgAAAgICNFqn0wmz2azmPRo9Hw+n04m6dX+7lmrUqIFLly5pdFlZWQCAW265BQAQFBSEyMhI5Oae0Wj37dsHo9GIfv36AQD69OkDk8mE/fu1vkb79u1DTEwMOnXqBEVR8PLLrwAAvvzyS4320KHv0K1bd1x//fVo1KgRxo0bhzNntPUXFxfj559/xqxZ/8KgQYPw6KOPomXLVti+/VONdt26dbh48SJ27/4S06ZNw/btOxAUFIT58+drtE899RQURcEPPxzBkiVv4cCBb1FYWIg333xTo33kkUcQERGBo0ePYfv2HZrlVym/QNvnAUAw/Pd5vtYL0VvP/WjqOwDmkXyuzOJhABoAuInk+yQ3khwKYD8u72mW30cljlwEANgO4DCAqmWWxcM1UtGlTPkjAM5cluXp9sHYuGGDz2Fsm83GXj17qvmMjAwajUaN7nx+PgGUmr6oVauW7lD+m4sXEwA/27GDdLqGsQ0GAwcPGqTRDhk8mIqi8GhWVql/uWvXrtVomzRpQrvdrk5JdGjf3ueQe2hoKCMjI3k2L4/Hs7PpcDgYFxen0V0oKKDBYGDdunX5w+HD6lTC8OHDNdovd++mEILNkpO5bOlStmnd2ueoxNtvvUUAbNGiBR+YMIEOh4N2u13XX+KxGTMIgMlJSbzhhhsohGCb1q119ysjI4MAWC8xkTExMQTAuc8/r6vt3KmTZurHl39Jo4YNVV8FAKxZs6buCMrFwkJGRUWp008A2L9fP91t/nTqFB0ORyn/g3nz5ulqP9+1S90eAFosFn6RmamrLetbEhERwbN5eepyb/mDD05SdQCYnNzM51y9Z/rAk/r27aerKyi4oB4DTzsmTXpIV/v113tpMpnUaUUhBOfPf1VX65nqsNlsNJlMrmm9jR/raj3TetWrV1fP7YED3+q2NSQkhCaTiUlJybRYLLTZbLr/iLdu3UYhBKOjo9mjR0+azWaGhYWVGgHypDFjxhAAe/ToyXvuuZdGo5F16tTRbWvt2rVpNpv5/PNzOX36dNe0XvsOGl1+/nl16ufw4R/41FNPEwBHjx6t0S5b9k6p0Q7PFNfixW9qtD179qLBYFCPz4gRIwmAx479qNFGRkayZs2a6jXSvn0Hmkwm3f0SQpSalqpVqxZjYmI0ulWr3iMAZmZ+QafT5eNhs9nYvXt3jXbgwIE0m81q/bm5v7juu3Oe0D2uiYm/TaFV6ghGixYVklD+CMYWAEvLlMW4f5M9/Kw3A8BJnfLDAJ4uU5YAl6/HagAGnXVeArDvcsv/tB1QScaFES4HlJ/h25/iIIAFXnkFwNcAllxOHVXCw/n6a68xNDSUAQEBuh1G9+7dKYTgkMGDOXz4cAoh2NpruN471a9fn4qisGePHmzSpAkB8IW5czW6S0VFjIiIoNFoZEpKCu12O00mk2pEeKczOTm02+00Go2Mjo4mADZs0EC3/m8PHKDZbKaiKKrj3GMzZuhqP964sZTDnNVq9enouWzpUtVhEW6HOV9+KC/9+9/qdhVF8ekvQqeTc2bPps1mo6IojIqK8utoOm3qVIaHhzMoKIg9e/Tw6TNDp8shNS4ujnXr1vXZYXvSpAcfZEpKCq/v3Fmd2tFLJcXFfHjKFHbr1o33jx3rt/5LRUV8bMYMDrvzTt1pL+90Pj+fT8yZw8mTJ/OrPXv8an8+fZpzn3+eL8yd69PJ1ZM8fiVvLl6saWtZ+e7dX/Kpp57m++//198m6XSSa9eu5eOPz/LZsXtSUdElzp37Ah98cBK3bNnqV5udfZzjxo3jqFF3+3WadDrJdes+ZO/efdivX3/u2fOVX+3kyZOZmprKG264gYcOfe9Tl5Nzhunp7RkTE8O0tDTdjtWT3n//v4yKiqLD4WBSUpLuNIInDR48hGazmQaDgQ0bNmJu7i+6uhMnTqrGMNy+GL6cIt966+1Sv8W0tDSfBmGPHj1L+VV4T0V5p9zcXxgcHEwhBG02GwHoThE5neSKFSsIgA6Hg1WqVPHrr+Gpv1Gjxuq9S89np7DwIkNCQmixWNinz82sUaMGhRDcunWbRusx8hISEjlx4kRWq1aNRqNR179n7Nj71T9D8+e/WnkGht1OpqVVSLoMA+MhALkAHF5lEwAUAAjys15L9zXTxqss1V3W2assCi4Hzh0AAnxs60G4nEpDy5TvhB+H0b+bgTHfvfNjAKSVSRa35na45ogeBtABwCK4nuVtdJl1EACDg4P5+a5dPjuLzp060Wg00mAwLky2TgAAIABJREFUsFWrVrqOiHS6/u23a9uWgYGBDAsL4xNz5vi8+53Ny2PHDh0YHR3N5KQkv098/Hz6NHv26MGUlBSOGjnS71Mnx7OzOXLECN7evz8/WLPGb2/x47FjnDN7Np995hmeycnxqz2bl8e1a9eW+7SJt/5ydDL9telv0ASZfKSCggs+nSC9U17eWa5b9yH37dtfrnbt2rWcNu1R1TnXV8rPP8/77hvLfv36645yeKf16z9iu3bpbNmyJRcsWOBXO3r0aMbGxrJu3bpcsmSJT1129nE2aNCQdrudkZGRXL16tU/t4sVv0m63U1EUhoWFcfPm//nU9urVu9Qfo3+AgREK4CRcPhWd4XpoIR/AzDK67wG8VqbsQwA/ALgZQG/3H/StXsttAPbANWVyY5k+N9lLFwOXU+cOAH3ger/Gm+7jfGNFH1/hrrRCEUJkweWpqkccySy3bjhcFlUMXF6tD5D0/0IBN6mpqdy2dSusVuufb7BEchXASnhMXSL5O+Px2Wnbtg0yMzMr/AeQGhjIzKZNK2RbYvv2L0im+tUI0QDAi3CNSuQBWADXo6slXposuB5LzfAqCwHwLFxGgQJgDYAxdL9zSghRC67RCz2Okqzlta1mAB4HkALACuBbAHNIrrzsnb1MKuVNnt47U47uVQCv/tF6pHEhkUgk/1w8juyVxl8cTZXkfgAdy9HU0inLg+ttnEM1K7iWZ+EyX5RFcjf+ohdayjByEolEIpFIKhwZrl0ikUgk1y4yXHulIQ0MiUQikVy7SAOj0pBHViKRSCQSSYUjRzAkEolEcm3yFzt5XmtIA0MiuUoQoHxUVSKpaKSBUWnIIyuRSCQSiaTCkSMYEolEIrk2kVMklYo8spI/hSc6ZXkcPnwY27ZtQ2FhoV9dbm4uXn75Zbz00kvIycnxq12/fj3uuusujJ8wAXl5voMROp1OPDhpEjp06ICMjAwUFBT41J46dQo33HADGjVqhIGDBvndv7Vr16JBw4aoFReHO4cN04226WHqtGmoEROD6Bo18KA7SqsexcXF6NOnDyKqVkWNmBjMf9X3e+hyc3ORlnYdqlQJR506tdUIqHocOHAAjRs3RrVqVdG8eapu9GEPmzdvRqNGDVGrVixuv/12v/u1YsWK/2fvzMOjqNLvf271niY7abICWVlDIhAkCTsYQNkiQhAUWWQRGWQwAoKyyTgyIhEEFQREBMUFAcUgoqgsRiAiJChGRMIiYkAIMYQQOnV+f4SuSVPVga8/GMehzvO8D9zbn666VV1d9617b/ogKaklmje/DQsXLvTIAcDKlSvRpUsX9OrVE3l5eTWyb775JoYMGYInn3wSFRouvdW1efNmPPPMM9i2bVuNHFB1HW7btu2a1yFQdd1c7/Wt6y8sSboxoUutm/H77v+JcLmp3ui4WFbGC6Wl1+R+Lynhx5s3X9PkinKVOdmM6dP53tq119z3hAkT2K9fP76yZEmN7CdbtjA1JYUtW7b06DhKucroa+jQoQwODmZERISmgZsrfjx0iPXr16fJZKKPjw+XLl3qkf3XnDmKcZPFYuEbq1d73P9tiYmKp4DJZNJ0k6Vc5ehqsVjcXEc9+czMmD5dcT11GT0dP3ZMk3XtPzAwkJIk0d/fX/MzPl1UpLh9RkVFUQjByMhITf+YDzduVNxO4+PjCYDt2rbV3P/fx4+vMo5q0kRhHxo9WpNt1aoVhRBs26YNY2JiCMDtc3ChFRWXGRgYSJPJxE6dOivHtnfvN5peEWazmXa7nW3atKXFYqG3tzdLSy+o2G3btlMIwYCAACYkJFAIwcTE2zQvg6VLlyrnNTQ0lAA4ceJETdbl/OoyxpIkSdMQS5bJgQMHKp8/ADocDo8GYp07d3FziR04cKAm53RWskWLFgpnNBo9emaUll5g06bxChsXF8fi4vOa7JkzvzE+Pp5ms5leXl4enWdlmTx16lcmJSUxKCiIjRo1Yl5evkf22LHjTEtLY2JiIkeNGu3RFE2WycOHf+KwYcM5YMC93Lz545puGzx8+Cf+4x9PMyvreZaU/F4jW1R0mhs3fqjpZKt1fouKTl+T+6Nx07xIfHzIbt1uSOAaXiS3YvzpDfijYTKZaLPZWLduXX6zd6/HKzPz0UcVS+nw8HCPrpu/l5QwNjZWuanUq1fPo+tldnY2TSaTwjZs0MCjQ+f9993n5oqYnJysyV0oLWVAQACFEPTy8iIApvfpo8muX7dOsR8PDg4mAP5t7FhN9q677iIAtmzZUumwns/KUnEXy8pYq1Yt2u12jhgxgo0aNSIATdO1jzdvVo7llSVLGBsbS0mSNO3SBw0aRCEEF8yfz2/27mVYWBjNZrNmpx0WFkZfX1/+cvIkfz11SrGlv5qrdDophGCXzp1JWebRwkJaLBbNc7thwwYC4GsrVpCyzPy8PAohOGbMGBU7ZMgQSpKkJCrZ2dkEwHfeflvFNmrUiLVr11aOY8qUKQSgmbjY7Xa35OOOLl1otVpV3KXycgLgE1OnKnV169ZlVFSUUnbhLpvsnTu/pCxXuVpaLBb26tVbdRmMHv0QJUlSOoCDB78nAM6bl6Vik5KS6OPjoxh3zZuX5dH+OzAwkHFxcUq5U6fONJvNml9FSZLYtWtXpa2BgYGaFuj5+QcIgGPH/o2yTObkfFXliKzhEPrSSy8TAJ95Zg5lmXzkkapEbtOmj1Ts0KFDlWPOy8tnvXr1aDKZNDvulJQUSpLEadOmc/bs2TQYDExISNA8rrp169JoNHLo0KFMTW3j1p7qUVZ2kb6+vjSbzWzbth29vb1pNBp55Eihij1x4mdaLBaazWbWq1ePANisWTPN/efmfq2YOboSsrlzn9Nk1659j5IkKfctu93OwsKjmuyCBS8o9ywA7Ny5iyYny+TUqU8orNForNFEbdSo0TQajRRCsF69eh7373RWsn//DNrtdtaqVevmJhh33nlDQk8w1PGnN+CPhtFo5ICMDPr5+dFsNvOXkydVV2nWvHkEwDu6dOHjkyfTy8uLfn5+mp1bq1ataDAYOPfZZ7lg/nyaTCY29mCtbrFYGB4ezu8PHuSKV1+lEIJ3p6eruM+2bnXr/F9ctKjqBvDss5odsSRJyojI5EmTCEBzhCQiIoJhYWHKcfTq2ZOSJGm2VQjB4cOGKeWGDRpodtofvP8+ATA/L4+Uqzpxb29vpROvHgMHDqTFYlH27+oYZ8+erWKjoqLcLOpdyYlWomcymThixAilPGbMGBqNRhV3tLBQlfzclpjIunXrqth/zZlDAG6fube3N3v06KFie/ToQW9vb6Vc6XQSALPmzVOx9evXZ9MmTZTye2vXEgB/PnFC83oZNGiQUn5w+HCaTCYV93tJiWrEIiEhgeHh4UrZha9c+ToBuD01+vr6skuXO1SXwX333U+LxaJ0puXllyiE4MyZM1Vs48ZNGBUVpZS3b99BAMzN/VrF2u12pqffrZSnTJlCIYSKq6i4TAB86aWXlbr27TswMDBQxa5atYoA3J6u69Spw5SUVBU7cOBAWq1WtzpJkjRHEWJjYxkX10Apb9u2nQA0RxGsViszMgYo5ZEjR9FoNKq4s2fPEQAXLXpRqYuKitJMnFzJUH7+AeW9BoOBQ4cOVbHp6XfTaDQqdvLLli0nAE3n0ZiYGPr6+rKk5Hc6nZVs1aoVTSaTipNl0mazsX79+iwru8hDh36kzWZjfHy8ijtx4mcKIdiyZUsWFh7lrFlPEQCnTZuuYl0JfFpaGt999102bRpPIYSmW+z06TMIgHfddRcnT36cVquVDodDs63p6XcTALt27couXe64eQmGry/Zo8cNCT3BUMef3oA/GrfddhspVw1rA+DMmTNVV2l806aMiIhQyq5h7e++/VbFWq1W3jtgwDU7t59PnCAAbtiwQalL9NC5zZw5k0IItzq73a6ZjKSmpNDhcCjlC6WlBMDXV65Usf7+/ryjSxel7EqktBInAPzn008r5fbt2jEwMFDFuW4UVycYnTt1UrEjRoygJEk8d/YsKcv8/uBBAtCcqrktMZE+Pj68VF5Oyv+eLtB60vf392f9+vV5uaKClU4no6Oj6evrq+IqnU5KksTbb7+dlU4nD+Tn02QysX27dir269xcZTTockUFn/7HPwiAz82dq2IXL15MABw9ahTz8/KYnJxMIQS/P3hQxT44fDgBcPKkSXz33Xfp7+9Pu92uvlPKVcmrJEl8atYsPv2Pf9BgMDAxMVGTDQoKos1m43Nz53L4sGGq6RQXWlR0mkajkaGhoVy4cJEyVaBlq71588cEwJSUVC5btpyNGjXy2AlkZj5GABw3bhzXrVtPh8NBi8WiaUXevHkLGo1GrlnzFrds+YR2u52hoaGaHYaXlxdDQ0NZVHSa27Ztp9FoZEpKioorKPiBADho0CDKMrlp00cUQnDkyFEeOyzXtMCKFa8RgKZleVJSEu12uzLV4pqyOXv2nIq12+1s27adUu7evTstFouKcyUY1ROn6OhoRkdHq9hnnqlKdKtP9VitVvbvn6Fi27Ztx6CgIKVcWnrB43H5+/u7JZXz5y8gAM2RGQDMynpeKXft2pV+fn4qbvXqNwjAbVrI4XAwNbWNih0w4F63JM+VTM6ePVvFxsTEMCYmVim7kmRXIlU9LBYL+/RJV8p6gvHXjD+9AX80mjdvrnTEQgi3YWVXJCYmunXar69cSQAsPHJExXp7e7sNsaelpdFisag419P6qJEjlbKvry/j4+NVrGsqY9HChaRctRYDAB+fPFnFjn34YQJQ1mncc889Hp/026Sm0mAw8J233+bXubn09/env7+/ZocVHh5Oi8XC57Oy+FhmJoUQmlMvF8vKaLfbabfb+dDo0WzSuDEB8IP331exRwsLaTKZ6O3tzQ7t2ytz+lpJw+5duyhJEu12uzLcqzV6QFnmO2+/TSEEzWYzLRYLhRBc8+abmqwrqXIN+fr6+vK3M2c02ccyM93m6asnZ1fHoEGDFE4IoTl6QbkqyenQvr3C1qpVy+N6kd9LSpQpJwCMjY3l+eJiTfanw4eVaS8hBHv17On2enV88+aPabfbCYAGg4FTpz7h6bD4zDP/XjNjNpu5YsVrHtkeVTdLAqDNZuPWrZ9pcmfPnmNISIjC+vj4eJyv37z5YxqNRoUNCgrS7NxlmXz44bFun239+vU1Exyns1K5pmrVqkUAHteL7N37DSVJos1mU97jmrK5OiZMmEAAbNo0nolX1u8MGzZck3VNkQwbNpxt2rT1OEVy6NCPlCSJMTGxXLp0Kdu2bUcA3LjxQxU7e/ZsAuCUKVN46NCPbN68BYUQmtNUzZo1o9VqZUHBDywru8jIyEjabDbNtppMJrZs2ZJOZyWLi8/Tz89PMxnKyfnKLXE6depXGo1Gtw7fFSNHjnKbftu79xsC4MKFi1RsXFwDRkREKGVXMqR1HZjNZrf1NDc1wejV64aEnmCo409vwB8Ni8XCxydPZnh4OCVJ0uyI31i9mgDYsGFD3p2eTqPR6DbcXD2emDpVufm7OgOteXrKMjP69ycAhoaG0mazUZIkfpWTo8mmpqQo850AGBERobleo9LpZIO4OKVjAcAJEyZ47LDCw8PdOgFPndvxY8eUBXhVT7EpmiMdlGX+UFCg3DC9vb25ePFi7R5IrlrL4FqH0KJ5c82pAVfs2b2bbVJTmZCQwMmTJnnkKMv8KieHAzIymNG/P7/cubNGds/u3Zw8aRL/NWcOL5aV1ch+f/Agly5d6vFzqh6/njrF7du28feSkmuyF8vKNKfntOJyRYXHtTpa14NWvRZe0wLAq6O8/NJ1cydP/nJNzums5MGD33Pv3m+u2Y6iotNctWoV33//A82EoXps2fIJMzMf46JFL9a43YqKy5w4cSJ79uzFmTNn1sju27efbdq0ZUJCAjMzH6tx/1OnPsHQ0FCGhIRwwoQJHrkzZ35j06bxNJlM9PLy4qRJkz2ya9a8payTMBgMmk/5rujevbtbolt9GqZ6HDt2XEmuXEnZ2rXvabJZWc8TqFo8azAYaDQauXv3Hk3WtSA2PDycJpOJVqtV83o4efIXZYFrUlISTSYT/f39Na8z1whh06bx7N27j5Jwae2/ffsOFEJw6NChHDz4gZuXYPj5kX363JDQEwx1CJL4K+rK0xi8vb3x5ptvonu3bprc4sWLMfWJJ1BeXo5GjRphy8cfw8/PT5N95plnsHjJEpDE4MGDMWvmTI/7nz17NtZv2ADvWrWQlZWFxMREj+y8efPwZU4OGjRogJkzZsBo1P75EVmW8cYbb+Dw4cNIS0tDcnKyx23Ksox9+/ahpKQErVu3htVq9cgCQEVFBYxGIyT9z6n+stJ/xfN/QxUVFTCbzdfkjhw5gh9//BFJSUke71kAUFpaipUrV6KkpAQZGRmIjIz0yG7duhWvvrocVqsNU6ZM8cjKsozx48fjyy+/RJ06DrzyylKEhoZqsocPH0b//v3x66+nEB0dg3Xr1iEgIECTff755zF79lO4dOkSEhIS8fHHH8PLy0vFVVRU4I477kBOzpcAgISEBOTm5t7wL0BLf3/mduhwQ7Yl1q//mmTLG7Kx/xH9ZROMli1bMnfPnj+7Gbp0/cekJxi6blUlJbW8eQlGp043ZFvivff0BOMq6b/kqUuXLl26bk3pv+R5U6WfWV26dOnSpUvXDZc+gqFLly5dum5d6SMYN016gqFLly5dum5d6QnGTZN+ZnXp0qVLly5dN1z6CIYuXbp06bo1pS/yvKnSEwxduv4iEqD+p6q6dN1o6QnGTZN+ZnXp0qVLly5dN1x6gqFL139QsixfF1dRUfF/Ym/0/nXpuiXkmiK5EXFduxONhRCfCiHKhBAnhRCzhBCG63ifrxDiVSHEOSHEeSHEaiFEYLXXDUKISUKI7UKI367Ex0KIJI1tPSmE+EQIUSKEoBCi/v/hjP2fpCcYulRyOp3X1REVFRUhOzsbR44cqZGTZRlLly7F448/jq1bt9bIHjx4EAMGDEDv3r2xbt26Gtl//vOfaNq0KZo3b44NGzZ45EpKStCmTRsE1q6NyKgobNmyxSO7ZcsWOOrUgcVqRWhYGPbU8Guxj2ZmwmyxQDIYEFG3rsfzUFFRgaRWrSAZDDAYjWjcpAlKSko02cOHD6NOcDAsVisMRiO6duvm8bPYuHEj7HYvWK0WGI0GPP744x7b+txzz8FsNsFoNMBu96rxfI0ZMwYWixlGowGRkfVx7NgxTU6WZfTt2xd2uxfsdi+kp6d7bGtFRQV69LgLQUG1ERERjlWrVnncf1lZGfr06YOGDRuic+fOOHXqlEe2pKQEDz74IO68szueffZZjxwAFBcX45lnnsH06dNQUFBQI1tWVoYtW7Zgz5491/VdcDqd12R0/ZfqP5RgCCH8AXyCKt+Y3gBmAXgUgGdPin/rLQAdADwIYAiAJADrq71uAzAZwB4A9wO4D8BlADuEEC2u2tYoVC2P+Ow69vv/pz/bDOUPm9S0aHF97k5X4lpmWK44WljI7du2XZM/X1zMV5Ys4YuLFvHXU6dqZD/evJlDhw7l38eP9+j4SbnKDGvEiBFs1aoVM/r3r9Fs68udO9moUSOGhISwW7duNbZ3yJAh9PLyotVqZaeOHRXr9Kvjx0OH6HA4FOOkrl27ejTdemrWLDeH0n79+mlylU4nY2Ni3Nwxq9uPX31MkiTRZDIp5nBPzZqlyY4aOZIAWK9ePQYGBipW5Vr7DwkJodFoZKeOHelwOCiE0DRSO5CfT0mSGBISwqFDhzIgIIAmk0nTyO25uXMVZ9bHJ0+mzWajv7+/5vnq1LEjhRDMfPRRPvnkkzQYDExISNA8rqCgIHp5efGFBQsUh92hQ4cqr7vQU6d+pcFgYEREBJcuXcpu3bp5tPTetOkjAuDtt9/OBQteYP369SlJEo8cKVSxM2fOJADeeeednDRpMq1Wq5t1ePXo0yddccft2bMXAbBnz16abHx8PIUQbNeuPevXr08AfPPNNSquouIyg4ODKUkS4+IaKCZiWo6bxcXn6ePjQ0mS6OvrW6ND6qFDP9JmsynmYZIkcc2atzTZ7dt3KKZkuGJQWFLyuyb7/vsfKNuVJKlGs7M331xDf39/ms1mRkREMD//gEf21VdXMDIykmFhYRw+/MEaTdyWLHmFKSkp7NChIz///AuPnCxXWaTff/9gTp36xDWN77Kzszlnzr+Yk/NVjZwskwUFP3Dnzi+vy0yvvPzSNc3uro6bZnYWGEgOGXJDAtcwOwPwOIBzAHyq1U0EUFa9TuN9yVeuxXbV6lpdqetypWwA4H/V+8wACgG8elW9dOXfHle2Uf9m9dN/eqLwR8NsNlOSJFoslhodOhcvXqzYRBsMBo/225Rltm/XTrmpGAwGvrVmjSb3Q0EBvby8FNZkMnHH9u2arOuGbTabKYSgzWbj0cJCFVfpdDI6OppCCIaEhFCSJPr7+2smDl/n5lKSJPr5+bFVq1aUJIn16tXT7NxGjBhBAExLS+M999xDIQRTU1Ku2bmNGTOGADh82DAVl5+XRwDs1LEjjx87xvGPPEIAfPmll1Ts38ZWWW9v2LCBlGUOvv9+AuB3336rYqOioujv76/Yvrdr25ZGo1GzrZIkKbbzlU4n69evz5CQEBX32datBMDs7GxSrkrivLy8NC3bR40cSYPBoJzz386cIQDOnj1bxTZt0oQRERFK+YP33ycAfn/woIr18vJS2kpZ5pgxY2gwGFTchdJSAnBzsW1+220MCwtTyi582bLlKqtrHx8fzQ62f/8MWq1WpZMqLb1AAJwz518qNjY21s3Ce/XqNwhA00nTarWyd+8+Sjk9/W5aLBYVd/bsOZWNeXBwMBs3bqxilyx5hQC4ffsOyjJZWHiUQgiOGTNGxWZkDKAkSSwo+IGyTM6a9RQBMDf3axXbqFEjenl5sbDwKMvLLzEmJsajrbmPjw8DAwOZn3+Aa9e+R4PBwHbt2qs4T0neqlWrVOy2bdsphGBUVBSHD3+Q3t7etNlsLC4+r2KXLl1KAKxbty4TE28jAHbr1k2zrRMnTiQA1q5dm3a7nUIIvv/+B5psv379CIBWq5UA6HA4WFZ2UZNNTW3j9gAxatRoTa68/BIbNmyocBaLxWOSU1R0mvXq1VPYZs2aedz/wYPfMywsTLnH39QEY9iwGxLXkWBsA7Dmqrq6V85HzxreNwvAKY36nwA8d419fgjgQw+v3fQE4y87RXL58mVM+PvfkZKcjGfmzMELL7ygYvbu3YvRo0ejSZMmeG3FCjRv3hx/nzABO3bsULGPZmbii23bMHPmTOzftw+RkZEYOGgQSktLVWz3O++EEAI/HT6M00VF8PPzQ+8+fVScLMuYMWMGOnXsiEvl5Th29ChIol///ip21apVOHz4MN7fsAEnf/4Zefv3o7i4GFOmTFGxkyZNgsViwa+nTmHXV1/hrTVrcPToUeTk5KjYd955B21SU7H5o4/wzttvY9TIkcj56isVV1ZWhtOnT2P+889j7NixWLRwIZrfdhs+2rxZxW7atAlA1XRCeHg4srKyUKtWLaW+uvbv34+goCD06tkTAPDKK68AAL7SaMO5c+fQonlzxV2xX79+HqdrZFlG69atAQCSJCEuLg4XL15UcefPnwcANGzQAABgNBrh5eWlycokhBCK46zL9bayslLFGoxGXLp0SSmfPXsWAGCz2dSswYDTp08r5V9OnoTBoJ52dTls/njokFJ3+swZTedNX18fAFVTSkDV51deXg6bTe1M6eVlw+XLl1FWVgYAOH78OADAx8dHs63Vj+vcuXNubbtaRqNB8//V5dpvVFRUtfb7ue3HpVOnTkEIoTgJ161bF1ar1e38uXT8+HHUrl0bsbGxAIDx48cDAL7//qCKPXnyJNq1a4e6devCbDZjzJiHta8BWUZJSQlmzpyFJk2aID09HW3btsO33x5QsR9++CEqKyuxf38ehg0bjuzsTfDx8cHrr7+uYp977jlYLBb88MMhvPLKK8jLy8fFixexfv16FTtz5kxERkaisPDolXvYQ/joo480vwfz5s1DWloaiopO4/z5EgQHB2PMmIdUXF5eHt555x2MH/93lJVdRE7OVzh9+rQm+69//Qs7d+7AggUvQJaJIUOGYPHil7Fr1y4V279/fxQUFGDJkleQm/s1fH19cdddd6o4AGjTJhUnT57E3LnPYdq06Thw4AC6d++u4pxOJ1q1SkJxcTEyMzORlNRKc3s3RP/ZNRgNAXxfvYLkMVSNYDT8v7zvig7W9D4hhAVACwDfXU/jbor+7JGIPxoxMTFKuhsWFsb4+HhVGpz56KOUJEl5sq90Omk0GjWH6BMTE1m3bl2l/N233xIAP/3kExVrs9l474ABSnnypEmUJEnF/XLyJAFw/bp1Sl2L5s0ZHh6uYmdMn04hhOrJN6N/fxWbkpJCh8OhlI8WFrqNElQPX19ftm/XTimPffhhzbZerqggAE6cOFGpq1u3LiMjI1XsW2vWuO3vx0OHKEkSR40cqWKHDxtGIQS/yskhZVl54vpm714V26JFC5rNZu7ft4/ni4sZERFBLy8v9eONXDXa4u3tzY83b+YrS5ZQkiS343TF+eJims1mBgUFcdHChbzzzjtVowSu+GbvXgohWK9ePY4bN44Oh4NGo1FzxOmN1asJgA0bNuTd6ek0Go1uIxrV4+/jxxMAb0tM5O23304AbtdP9WiTmkoAbN26tTKVsOLVV5XXXWhFxWUGBQXRaDSyTZu29PPzoyRJmsPuhw79SIPBQD8/P3bpcgetViu9vb1ZWnpBxbqenps2jWefPuk0GAxuIxrVo3v37hRCMCNjAAcMuJdCCKalpWmyfn5+tNvtnDcvi/ffP5gAmJn5mIrbt28/ATA1tQ137drNAQPu9TidMn7836vOz4rX6HRWsmvXrgTt3qR8AAAgAElEQVTAw4d/UrExMTH09fXl2bPn6HRWMiEhgWazWbOtkiQpIzNOZyWDg4NZv359Fffuu+8SAHfu/JKyTJaVXaTZbGafPukqtlev3rTZbMoo0rFjxwmAy5YtV7EOh4PJyclKecGCFwhAc1oBAJ99dq5S7tq1K/38/FTcihWvEYDbiEFQUBBTU9uo2J49e9Hb21u1n+ojUK4IDQ1lUlKSUnaNeGmNzEiSxAkTJridE7vdruJycr4iALeRkJs2glG7NvnggzckUDUdkVstRl41YnAZwHiNkYQTAJ6uYRRiC4D1GvWrAHxZw/tmAbgEoMGfNYLxpycKfzSiqnV8DoeDtyUmqu4UrumJwiNHSFnmzydOUAjBxzIzVWzHDh1otVqVdQ//mjOHAPjjoUMq1uFwMCwsjJcrKljpdDK+aVPNjrDS6aQkSWzZsiUrnU5+9+23NJlMbJOaqmK/yskhAPbu1Yu/nTmjdErLly1Tsc9nZSmd1BurVzMsLIwmk4nni4tVrGtKonevXnxg8GBKksSkpCTNzi01JYUAmJyczMjISI/7d62rEEIwIiKCRqORtWrV0tz/xbIy1qlTx21otm/fvpr7//XUKfr5+blNU324caMmeyA/n97e3gobFRWlTK1cHdu3bVNY101Os2eRZa5ft46+vr40GAwMDAzkF59/7pF9+aWXGBgYSLvdzqSkJM3jd8XkSZPocDgYFBSkmYhVP7cDMjJYp04d1q1bV3X+q+Nnz55jSkoqg4KCGBcXx127dnvaLHfv3sOYmBj6+/szISGBx44d98hmZT3PgIAA2u12Jicne1x/UFFxmV27dqXZbKbZbGaXLnd4nFs/ePB7BgUFKWsg+vfP8Lj/OXP+RSGE8tmOHv2QJudKFFwcAE6bNl2T3bdvP41Go7LGBwBfeullTfbhh6um9erUqaNMO2za9JHm8buSvLZt29Hf399jkvfJJ58SAOPiGnDs2L/Rz8+PVqtVc22Jaypj4sSJXLLkFXp5edHhcGi21c/PjwEBATx48Htu2vQRjUYjW7VqpXn+AfC+++6nLJMbN37ocerpkUfGUwihrL146aWXCUBz6iUurgEDAwOVz33YsOEEoLlmxGg0uiVfzZu30EyGcnO/Vu3vpiYYI0fekMC1p0guA3hEo/5nAP+4RoKxTqN+NYCdHt5zF4BKrYRGTzCuI4QQzOjfn02bNFHmPa++Us+dPassbkxNSaHNZqPVauXpoiIV+/3BgzQajbTZbErnmuJhrcKHGzdSCEGz2aws8NJ6IqYs84UFC5SbKgD6+vpq7t/VCVW/WXpaOEm5amTAxVmtVn60aZPHDiujf39aLBaaTCampKR4XBDqYh0OhzKv7Gn/lysqOHzYMLZo3lxJimpin5g6lfffdx9fW7HCI0e5KiFZtWoVX1y0SHNx5dXtPZCfrySQ1wpPC1b/KvFf0IT/76hpsWL1KCu7yN2793hMbqpHdnY2589fUOOiSVmuWs/x8MNjOWzYcGWNh6eYP38BW7VqxXbt2nPbtu0euepJXmxsbI0LIleseI0+Pj40Go0MCQnh3r3feDxHKSmpyvc7KCiIhw79qMnm5HylJO6upEgraZFlcvToh5Qk25WUayWE5eWXWKdOHQoh6OPjo4yoaW3zk08+pRCC3t7ejIiIIABmZAzQZF0jV82aNWNcXBwBcObMmZrH73A4aDKZ2L9/BuPiGty8BCMoiBw9+obEdSQYRQCma9SXAnishve9DeAzjXrN9RWo+guTUgAvXqM9Nz3BEFd29JfTlUWWsFqtmDVzJsaOHavJnThxAn369MHxEycQEhKCde+9h8jISE324MGDGDVqFIqLi9G+fXvMnz9fmY+/Wrm5uZg7dy4uX76MMWPGoHPnzh7bunfvXrzzzjsICAjAww8/rKwx0NKxY8ewe/duxMfHo8GVdQOeJMsySktLNefSdf3vSf8Vz1tLTqcT5eXlqFWrVo1cWVkZtm37ArVqeSMlJcXjPQsAPv30U2zZ8jGio6MxfPiDHtmKigpMnPgYfvrpJyQnp9T4J9A7d+7ExImPXfnz4nRMnz7dIzthwgS8887bMBgMGDPmYUycOFGTO3PmDLp06YxDhw7BZrMhMjISubm5N/wL0NLhYG7fvjdkW+Lll78m2dLj60JsA/AzyXur1UUAOAagF8kPPLxvFoARJEOuqj+MqqmTR6vVxQHYASAHwN0k1QvI/s32APABgEiShddxiP9n/WUTjJYtWzK3ht8o0KXrf016gqHrVlVSUsubl2D063dDtiVefPFaCcbjAB4DUI/k71fqMlG1ViKYpOaP4wghkgF8CaAtyR1X6lqi6jcv7iD5yZW6kCvcKQCdSZbV2N7/QIKhe5Ho0qVLl65bV/85L5KXAYwD8J4QYg6AKAAzAMyrnlwIIX4E8AXJ4QBAMkcIsRnAyisJiQxgDoAd1ZILG4BNAPwBjAXQTAglH7tE8ptq228PIAhVf2ECAN2FEKcBfEfyhv7FiZ5g6NKlS5cuXTdZJM8JIToDWIiqkYNiAFmoSjKqy4iqH86qrgFX2OWo+gXujahKVlyqAyDhyv83XvXeowDqVyvPBNC+WvnFavVXt+X/S3qCoUuXLl26bk39h+3ar4wQdLoGU1+jrhjA0Cuh9Z5C4PrmUEl2uB7uRkhPMHTp0qVL160r3a79pkk/s7p06dKlS5euGy59BEOXLl26dN2a+g9Pkdxq0hMMXbr+IhKg/qequnTdaOkJxk2TnmDo0qVLl65bV3qCcdOkJxi6dF0lp9OJI0eOIDIyUnFU9aS8vDwcOXIEqampqF27tkeurKwM69avR3l5OXr36lUje+TIEaxbtw6+fn4YNHAgrFarR3bXrl347LPP0KRJY/Ts2avGtm7duhXfffcdOnTogKZNm3rkZFnGrl27cO7cObRr1+6avyR54sQJWK3WGo9Jly5dt5701E2Xm2RZRkFBAfLy8jTtoavrwIEDmPXUU3jxxRdRUVFR4zYnTpyItLQ0jBs3Dk6n0yObk5ODhMREREZFYeDAgR7bIMsyhgwZAm8fH3j7+KBf//4e2cOHDyM0LAxCkmA0mTB02DCP+583bx7MFgviGjSAyWzGlClTPO4/tU0bJCQmok96OuoEB2Pp0qWa7LFjxxAcEoL77rsPDz74IMLCw7Fjxw5N9q233kJMbCwezczEgw8+iNCwMJw5c0aT/dvf/obk5NaYMuVx9O7dGy1btvR4Dtq2bYsuXTpj3Li/oVmzeI8/0VxWVoaoqEikpqagR4+7ULt2ILZu3arJHjlyBLVrB6Ju3Qg4HEGIi4tTrNmv1p49exAYGABJEjCbTTX+9PSnn36K0NAQ2O1eiIqKxLfffuuR3bhxI5o2bYLo6Cg89NBDNV6zGzduRM+ePXD33XcjNzfXIwdU/fz19OnT8Oqrr17ze1BUVIQdO3agtLS0Rk7Xf6H+s3btt55ulsnJzY4WLVqw0um8LgOrSqeT3x88yF9Pnbom+0NBAZcvW8bdu3Zdc5svLFjAv48fz+zs7BrZ/fv2sW/fvrzrrrv43tq1NbITJ05kg7g4JiQkeHQSpSzzp8OH2SAujna7nWFhYfxs61aP7JQpU2g0GgmAAQEBHo/t3NmzDA0NVYyTfH19Nd1kKVeZuAkhFBO3wMBAnjt7VvM8NWzQgADo7+9PIQTDw8N5uaJCxe7etYtCCPr6+jI+Pp5CCCYkJGju3+US27lTJ8Wmu1fPnpqsv78/vby8OHv2bPbt25cA+OSTT6q4Pbt3K26yn2zZoli7a30OEyZMIAA+N3cufz5xggkJCZQkSdP0rXHjxrRarTyQn8/TRUUMCgqiv7+/ZlvNZjNjY2J4sayM+/fto8lkYnJysvK6C3XZmg8aNIiyTC5btlw5rqs3O3v2bALg/PkL6HRWMj39bgLgvn37VWznzl0oSRLXrn2Phw//xODgYHp5eWleWuHh4bTZbFyz5i0uXLiIkiSxTZu2Kq609AKtVisDAgL4zDNz2LlzFwLg0qVLVWx+/gFKksTg4GAOGHAvfXx8aLFYeObMbyr2/fc/UMzAGjduTADs0uUOzbbOm1flQGy322mxWCiEYHZ2tibr+mxd13Z0dLRHl1iXgZeLnzv3OU3O6axkr169KUkShRCMjIzkyZO/aLIVFZfZvXt3ent709/fX/MzdUVZ2UX27t2H0dHRTElJ0bSqd0VJye8cOnQo09LSOHv2bI+cLJNFRac5bdp0ZmY+xry8/GuyK1e+zg0bNng8T64oL7/EvXu/uS4TO9e5kOWb6KYaHExOmXJDAtcwO7sV409vwB+NK2ZniiugJ4fSPbt30263K2yzZs00OzfKajfTtLQ0Te5yRQXr16+vWIoD4PBhwzTZz7ZupSRJNJvNrFWrFgHw6X/8Q5N1dX4xMTEMDAwkAM2E5HxxMe12O728vJjepw8dDkeVTXRenopdvmwZAbBTx47859NP09/fn1arVdPavPltt9FoNHLNm2/yo02b6OXlxbCwMBXnsqFv0bw5K51Ofp2bS6PRyM6dOqnYV5YscTuOz7ZuVVwUr2ZTU1Jot9uVz8flRKuV5Hh5ebl9Pvfccw/NZrOKO37sGAHwnbffVupiY2IYGxurYh+fPJlCCLek1WKx8IHBg1VsixYt3M7N0cJCAuAH77+vYu12O9P79FHKM2fOpBBCxV0sKyMAN8fZ1JQUOhwOpezCFyx4QWWL7efnx7S0NNWl1bVrVzdbbKezUkk4rmbr1KnDlJQUpfzqqysIgKWlF1SsEMKt8+vRowe9vb1VXHZ2NgHw22+/U+pq167NlJRUFTtkyBAajUaWlV2kLJMnTvxMAJw3L0vFxsXF0eFwKOdg/Pi/E4BmJ2exWNiiRQvKVzqtkJAQhoSEqLjDh38iAPbt25eyXJXECCE4atRoFbtkySsEwBEjRjAvL5/Jycmq43SFy8Z88OAHOG3adJrNZtatW1frNsDk5GQKIditWze2aNGiRtfRiIgISpKkJLFms5knTvysYouLz9PHx4eSJNHf358A2L59B839Hzz4PS0Wi+K8KoTgqlWrNFmXRbzrnulwODy6uS5Z8ori5AqA998/WJOTZXLatOnKvdVms+kJxl80/rLjOmVlZch89FHMnj0bx44dQ5s2bTS5zl26wGw24+PNm/Hc3LnIz89H//79Vdy+ffvwzJw56NWzJy6Vl2P27Nn4+OOPMW/ePBX7yPjxOHr0KD7atAnOy5cxYsQILFu+HAcOHFCxQ4YORWBgIH4vKcHvJSVok5qK6TNmqDhZlrF27VoMHzYMh374AUW//oqQkBBkPvaYin3zzTdx4cIFHMjPx3vvvYejhYUwGAx4Zs4cFbt8+XIEBgbi008/xeTJk5Hz5ZcoLy/H559/rmK/LyhA7969kZGRga5du+KRcePwyy+/qLjjx49DlmU8NXs2JElC8+bN0aRJE/x4+LCKLSgogCRJSE9PBwB06NABFosFP2mwv5eWonbt2sq6B9dneurUKRVLEl42m1K2e3mBVBv3udYvVD+O0gsXYDaZVKzD4QBJ5OXlAaia2qioqEBAQICKDQoKwunTp5XpizfeeAMAEB0drWJ9fHzw1a5dyjTSBx98ALPZrNlWSZKwcuVKAEBxcTHy8vMRpLG2oVmzZgCArKwsAFXuvufPn0dkZJSKrVevPs6fP68c1+LFiwEADRs21GxrQUGBMo2Vnf0hhBCa60AMBgP2789Tyj/++CMsFouK8/KyA6haqwFUXesXL17UZJ3OSkiSpJwf1/oPrSm4ixcvIjQ0VHEETUpKAgCUlKg9oyoqKtCrV9UaFaPRiNatkzW53bt3AwCWLVsOAOjRowfq1KmDvLz9KvaDDz5ArVq1sHjxEjRt2hTbt1dNe23atEnFfvjhRiQlJWHFihWYMWMGnnqq6r519XShLMvIycnBI4+MR3b2JuzZk4umTePx0ksvqba5fv06HD9+HB9+mI0DB77FsWPHUVlZiczMTBU7duxYlJaW4ttvv8Nvv53Fs8/OxRdffI6cnBwV26dPHxiNRpw8+QvKyy8hNjYWDz74oIoDgL5970adOnVQVHQa27Ztx9mzZ9GjRw8Vd/ToUYwaNRJNmzbFzp1fYtiw4Xj99ZWax/Xee2sxa9ZMtG3bDosXL0ZQUJDmvm+I9CmSm6s/O8P5o+Hj46Oku49lZlKSJFUafKG0lAC44tVXlbrbb7+dISEhKva5uXMJwO3p1cfHh3fddZeKbd+uHWvXrq2UL5WXK0O+V7O+vr7s3r27aj+enl5fWbJEqUtOTmZwcLCKfT6rarj3fHExKVeNKFitVt5zzz0qtlPHjrTb7cpxfbx5MwHwi88/V7EBAQFs2KCBUu7cqZPmqMDligoKIZRz8/OJE7RarWzdurWKdT29PjR6NCudTj4xdarqM3HF45MnEwDHjRvHDzduZGhoKM1mMy+Vl6vY7t27UwjBBwYP5oPDh1MIwTapqZqPQw3i4ihJErt27crY2FgC4KpVq1TcpfJyBgQE0Gg0Mr5pU5rNZnp5eWlO/RwtLKTZbKbJZGJISEjVE2G7dpr7/2jTJgohaLFYlNG05+bO1WRnTJ9OAPTy8qLBYKDRaHQbmaqOd+zYiQBYq1YtCiEYFBSkPPlXj9LSCwwICKAQgn5+fso0kNaT4+eff0EhBG02Gx0OBwFw5MhRmuyIESOUKQTX1NrChYtUXEXFZdapU4cmk4ndu3dnWFgYhRDcuvUzFbtz55cUQjAurgEnTZrM4OBgGo1GHjt2XMUOGjRImRZau/Y9+vn5aY6gyDLp7+/PoKAgnjr1K/PzD9Bms7FRo0Yq7ttvvyMAjh//d8oyuXfvN5QkiQMHDlSxQ4cOpSRJSts2bfqIALhmzVsqNiwsjA0aNFTKjz6aqRqBkuV/jy7NmvWUUte6dWsGBQWptrlw4SICYHn5JaXOx8eH3bt3V7Ht2rVn7dq1lXJ5+SUC4LJly1Wsr68vu3XrppTnzn2OADQ/VwBcvHixx/244qWXXiYAt+vTz8+PXbt2VbE9evSg3W5XyiUlv9+8EYyQEHLatBsS0EcwVPGnN+CPhpeXl3JFDsjIoNFoVN1VKp1OZQjTVQ4ODmZ0dLSK3bBhg9vw9IH8fAohOHrUKBU7auRICiG4fds2UpY5/pFHCIDf7N2rYhMTE2mxWLh/3z7+duYMQ0JC6O3trdm5+Pr60s/Pjx9t2sTn5s6lEIJ9evdWcT+fOEGj0ciQkBDOnDmTCQkJBMBPtmxRsZ9t3aqse7jrrrtoMpnocDg0p4kWL15MAKxdu7bSYUyeNEmzra7pJKvVSkmSaLVaebSwUJN9YPC/56kBsHevXpocZZm9e/VSOIvFwo83b9bkLldUsHOnTjQajTQYDExJSdFMRChXJW+dOnakr68v69Sp45bEXR3nzp5ll86dWb9+fbZJTeXPJ054ZI8WFvLOO+9kq1atOHHiRI8c5aqpurvT03nXXXdpTqNUj/Xr1rFv374cfP/9LDxyRKnXwufOfY69evXmuHHj3Dqaq6O09AJHjBjBtLQ0Tp8+o6bdc9eu3ezYsROTk5OZlfV8jez06TMYGxvLxo0bc8WK1zxyZ878xqSkJPr4+DA0NJQbNmzwyK5c+TrtdrsynP/JJ59qck5nJVNSUpTrpVatWszN/VqT3b59B81ms8J6e3uzsPCoJtuvXz9laF4IwYCAAM0poqKi07TZbDSZTIyOjqYQgvXq1VMlDbJMPvts1YNFfHw8O3fuQiEEW7durbn/6OhoGo1GZmY+xoEDBxIAhw0bruIOH/6JQgjGx8fz88+/UNaDLFnyioqdPPlxJRlwOiuV9UUFBT+o2NjYWPr4+LCo6DSdzko2btyEFotFs62SJCnJSFnZRQYEBDAmJkbFue6vGzd+qJw7g8HAjIwBKrZ//wyaTCblnOfmfq0nGH/R+NMb8IcbDrBJ48Zs1aqVMmeq9Q24Oz1dWdcQEBBAANywYYMmm5iYqHSwkiTRz89Pc63CpfJypQN23bTuHTBAc5u/nDypPDUCoNFo1EwEKMv8OjfXbb1IfHy8x/Uin2zZQl9fXwohaLVa+eKiRTV2WKGhofTx8WGLFi00FyK64q01a9iiRQsmJCRwwfz51+wI7x0wgGPGjPG4BsYVe3bv5qKFC/nlzp01cpSrEgJPycqtHP8FTfivjNLSC5ojHFdHUdFpLlu2nKtXv6GZMFSPZcuWMyNjADMzH9McFXLFyZO/sEuXO9i4cRMOGHBvjUne00//k0FBQfTz82OPHj08Log8c+Y3xsU1oBCCBoOBvXv30UxaZJlcunSp27oGrURElquSsaSkJLdEf+rUJzTZvLx8ms1mZf9CCM2RDlkmMzMfIwD6+fnRYrFQkiRu375Dc//169enEIINGjSscb3IwYPf02Aw0M/Pj+3bd6DZbL65CcaMGTck9ARDHeJKZ/2XU1hYGEmisrISvXv3xpIr88pamjR5MjasXw+blxeefvppdO/WTZOTZRmTJ0/G7t27UbduXbz44osefwPA6XTimWeeQWFhIe644w5kZGR43H95eTk2bNiA0gsX0LNHDzgcDo+sLMs4fPgwfH19a+R03XrSf8VTl5acTicKCgoQGRkJLy+vGtlPP/0UBQUF6NixIxo1auSRO3nyJLKysnDxYhkeeGCIsr5FS6+99hpWrVoFLy8vPPXUU8r6oKtVUVGB++4bhP379yMoyIHVq1ejXr16muyePXtw332DcPbsWURHR6OyshK5ubk3/AvQMiyMuaNH35BtiWnTvibZ8oZs7H9Ef9kEo2XLlszds+fPboYuXf8x6QmGrltVSUkt9QTjLyj9lzx16dKlS9etK/0vQG6a9ARDly5dunTdmtLdVG+q9DOrS5cuXbp06brh0kcwdOnSpUvXrSt9BOOmSU8wdOnSpUvXrSs9wbhp0s+sLl26dOnSpeuGSx/B0KXrLyIB6n+qqkvXjZS+yPOmSk8wdOnSpUvXrSs9wbhp0s+srr+8ZFm+JlNRUYHPP/8cu3btuia/Y8cOTJs+Ha+99lqNrNPpxJQpUzBgwABNV8jqysvLQ3p6Orp174633nqrRnbx4sVo27Yt0tLSsKeGH5OTZRnjxo1DSkoyMjL6a7qDulRcXIz7778PXbp0wezZs2vcf0FBAUaMGIEHHngAO3furJE9cOAAZs6ciRdeeEHT8bS6Tp06hezsbMVV9Vq6ns9Vly5d/8X6s3+r/A//hnyLFn++CcJfLM4XF7u5xXqKHdu3c/myZfzx0KEaue8PHuSIESM4ZMiQa3qMjBs3jg0bNmRSUlKN7Fc5OQwPD6fNZmNERAT37N7tke3bty+FEATAoKAgfn/woCaXn5fn5vFSp04dj34sLuM613ZjY2M1z9ml8nLFRdVmsxEAu3btqrnN7du2UZIkWiwW+vj4EACfmDq1xv0HBgYqZlufbd2qvF4db9KkKQEwODiYBoOBPj4+LCn5XbXZM2d+U8zDXH48HTt20jyt27fvoMFgoMFgoMlk8ui4KcvkokUvUgihnCt/f3+eOfObJuvyrHDF8OEPerxcBg9+wG2be/d+o8k5nZW85557WKtWLXp7e3Po0KEet+l0VnLw4AcYF9eAycnJ/Pbb7zyyFRWXOXXqE8zIGMBFi16s8etSXn6J69at56pVqzwee/UoKfndoweJHp7jpnmRRESQzz9/QwK6F4kqbt6GgRgAiwHsB1AJ4HMNRgCYAuA4gIsAtgFIvN4E43JFBX86fPi6Os2vc3P5wfvvKxbnnuLXU6f4fFYWF8yff00Dr3fffZf333cfJ0yYwN9LSjxyF0pLee+AAUxKSuIDgwd7dP2kLPO9tWsV++sBGRkej+1SeTk7duhAi8VCm83GQYMGedzmhg0baLFYlI7zb2PHemSru1MC4FOzZmly27dtc+uIhBCaFuyUZXbp3FkxnPP29qYQgju2b1dxhUeO0Gg0MiAggBn9+9Pf358mk4nHjx1TsX8fP54A+MDgwXw+K4t2u51+fn6a+3c4HPTx8eHuXbv44caNNJlMvC0xUcX9UFBAAOzXrx8pV5m5AeDYhx9WsePGjXNz1H36H/8gALdkwBVRUVEMDAzkxbIyUpbZuVMnGgwGzbZKksRePXuScpVjbO3atRkVFaW87kLXrVtPAHzzzTWU5SqDKEmSOGLECNVm77nnHhoMBh4+/BNlucp0C4Cm82h4eDgDAwNZWnrhipNmY9psNhXndFbSYDDwttua0+ms5L59+2k0Gtm+fQcV+/nnXxAA+/RJZ2HhUQ4dOpQA+Pbb76jYmTNnEgAHDLiXCxcuop+fH+12u6bZV69evQmAaWlpinX9/fcP1ry0mzVrdsUGPo42m41Go1HTSbSi4jLDwsLcEse0tDTNbZ469auSsAGgyWTStKCXZTI//wD9/f0VtlOnzh4NzLZv36HY2wcGBjI7O9vT15WbNn3EmJhYhoSEsHfvPjUmL2+//Q7btGnLtm3bcd269R45WSbXrHmLgwYN4oQJEzST1uqRnZ3NWbOe4ubNH9fIyXKVM+qGDRt49uy5a7JFRad56tSvlOWbnGAsWHBD4noSDACNAXwKoAzASQCzABiu432+AF4FcA7AeQCrAQRexdwB4E0AhVeusxnX2KYE4OsrbI+/WoLR+0ri8A6Agx4SjMevJBZjAXQBkA3gDIDga20/ODhYecqRJInPZ2VpXqWXKyrYuHFjNzfT9evWabJf5eS4WTpbLBZNC3bKMseMGaMwQgh6e3trPhVfKi9nUFAQJUliaGioYp2ulTi4OrSQkBC2aNGCANi6dWvN/aekpFAIwQEZGezevXvVU+GwYSrudFERDQYD69WrxzdWr1bcZbUsy5988kkC4PNZWbxUXq4kBlojGeHh4QwKCuKF0lJWOp1s2LAhbTabijtfXOxm+365ovUvZH4AACAASURBVIK+vr6aHfyECRMohFCSwN/OnKEQglOmTFGxUVFRbNiwoVJ+a80aAuAvJ0+qWCEEp0+bppTT+/Sh3W5Xca+vXEkAbg66DoeDbVJTVWy3bt3o6+urlCudTuXcXc0GBASwc6dOSnnRwoUEoLoGLldUKJbarrr27dqxdu3aStmFz537HAG4dVI+Pj7s0aOH6nJJSUlhnTp1lHJx8XkC4OrVb6hYu93O9PS7lfL06TMohFBxJ078rDgTu+puu605IyIiVGxm5mOUJMmtzmKxcMiQISq2ceMmrFevnlL+5JNPCYD79u1XsWazmf369VPKXbrcQbvdruJyc79WzqssV40iWCwWdu3aVcU+8sh4CiH4+edfUJb/nYxpWcY3b96CZrOZOTlf8dSpX5VEVuPrSj8/P3p7e/PVV1dwwoQJBKA54lJYeJRGo5G1a9fmyJGjGBYWRkmSmJ9/QMV+8smnFELQ4XCwVatWFEKwSZOmmvvPynpeGRHy9fUlAL700sua7KhRowmAVquVQgj6+Ph4HJ1JS0tzG/Hr0yddk6uouKyMuAGgwWDQTDBluWrELSIiQmHDwsL+JxIMAP5XkopPriQDowFcADD7OvrTjwAcAdAXQDqAHwBsv4p5DsC3AJZd2e61EoyRAE79VRMMqdr/3706wQBgvZKJTatWZwdw+jpPOO+8805+tGmTYtmulQwMyMigEILLly1j4ZEjrF+/Pk0mk2YH73A4GBgYyNNFRYrNenh4uIr77cwZN4v2HwoKaDQa2b17dxU7fdo0AlCG+j/bupUANK3QGzZsSIfDobRtxvTpqg7PFZIkcfSoUUq5Xdu2mk/wq1atIgC35Mff35+dOnZUsR3at3frzC6VlxMAly9bpmLtdjv79u3rdpxCCBXnGhX4ePNmpa5Ro0aMjo5WsePGjaMkScoIz8WyMkqSxMcyMzXPVXBwsFJ2jSBojSSZzWZ2aN+elKsSgaioKDocDhW3f98+AlD293VuLiVJ4uD771exT0ydSgB8Y/VqUpY5auRIAuDuXbtUbKtWrWgymfhVTg5/O3OGoaGhmgmO67wGBwfzaGEhs7OzaTAY2K5tW+V1F7pv335lWubs2XOcOvUJAmBW1vOqzT76aCYBcMmSV1hRcZkdOnQkABYWHlWxMTExrFWrFo8dO86Skt8ZFham2Wk6nZUUQiid9MmTv9BqtTIpKUnFzp+/gACUTtvV9ilTpqjY5s1b0N/fX0mcXnrpZY9tNZlMbklK7959NEdbNmzYQABulu4hISFs1aqViu3evTt9fX3djhMA583LUrF+fn7s1q2bUnYlfVdzZ8+eIwCuXPm6UpeYmKiZjLkSOtcTflnZRRoMBo4ZM0bFtmjRgr6+vsq5WrDgBY/nym63MzExUSk3btxE83MtKjpNABw0aBBlmSwo+IFGo5F33nmnil22bDkB8Omn/0lZJqdMmUIAXLv2PRV73333UwjBpUuX8tix44yOjqbRaNQccYmPj6fJZOKSJa9w2bLlNJlMNzfBWLjwhsR1JBiPo2oEwqda3URUjWb41PC+5CtJQLtqda2u1HXx0OeeqSnBuJLsnAYw/C+ZYFx1MFoJRqcrB9bwqvrlAL6+1jard2aVTieFEHzyySdVN+yoqCg2adxYKX+yZQsBaM7XGwwGjhs3TikPHzaMZrNZxe3Yvp0AmJ+Xp9RFR0ezcbX9uGLo0KGqbUiSxMxHH1WxkZGRbm199913PT6VS5LEh0aPVsod2rd3e6J2xYcbN1Y9gW3ZQspV0zVms1kZhq8eAwcOpCRJyojFgvnzCUBzOiMqKore3t78+cQJXigtVTqiq7lKp5MWi4UhISHcsX07//n008rT29Vsfl4ehRCMjIzkE1Onsl69epQkSfOzco1Y1KtXj23btKEQgokaoyKU/50MBAUFKU9vrsTg6ujbt68yPC6EYGBgoGaCV+l0slmzZm5Pb1ojSJSrEtLAwEC3UbTqCVf1+GzrVrdRtJCQELekqTo+bdp0hQOgOXohX+kkXSNirpg9e7Yme/Dg97RarW5Pmp6G6F1JjdVqpSRJtFqtPHKkUMVVVFxWRu8iIiKUtSBlZRdVbHZ2tvLU2q5de0qSxLi4OM39p6SkUgjBESNGKOs2unfvruLOnPmNBoOBMTGx3LnzS2UEYfr0GSrWNYq3atUqyvK/n+Zzcr5SsXXr1qXD4WB5+SXKMtm+fQcajUYVV15+iQA4adJkpS4kJIQxMbEqdtq06RRCsLj4vPJeg8HA0aMfUrGNGzdhZGSkUt62req+pLVmxWg08uGHxyrlYcOG02w2qzjXdFb1EZOoqCg2btxExbrubdXrDAYDH3lkvIqNjY1lgwYNVW3Ny8tXsWaz2S1xHDFixM1LMOrWJV988YbEdSQY2wCsuaqu7pXvWs8a3jcLwCmN+p8APOfhPddKMBYCWA+g/v9qgjEGgBNXzT8BeAzAhevYpjI373ry1BoVaPH/2Lvy8CiK7XuqZ8lkJvsCCSEEQhIgLAYSQHYIq+zIKosKyKLykIfIDxdQEVEURRFUEBURBXkBBBFEeIgg+MCISNh3EDHEGEIMMQmTPr8/OtPMpHuSiImIzvm++yVVc6a6uqe77ulb1X0TE+nj46POf0948EG3UQE/Pz/Wrl2b1woLea2wkDVq1GBwcLCG5wj7d+rYkUV2O3fv2kVJknhnv34a7n9WrSIAjhkzhj9nZHDI4MEuDt/Z7h+vDGb/mjCB7y1dSn9/f/r6+uo6oubNm1MIwWHDhrFnz54ElPUIJXlFdjvDw8NpMBjYvHlz+vv702Aw8GBamoZ7OSuLPj4+lCRJdYitWrbU3f7hQ4d0HZEed+uWLS5Os3nz5m7XlqSkpNDHx0eddlq3bp0uj7IypREZGcmQkBD27tWL1woL3XLfWryYzZs3Z+tWrdz202FLlizhkMGD+ciUKaWul6Es88MPPuD06dP5361bS+UV5OdzzerVXPruu2Wu7bmSnc2P167lF9u2uRwnPfrZs+e4cuVHugN1Sdu69b9ctGiR7toDZ8vM/IVz577EWbNmUU8wONv69Z9w6NChfOCBB5iR8bNbXn5+AYcOHcrGjZuwf//+pc7rp6SkqNdely5ddIWILCt39y1atKDBYKDRaGRycke3axBWrvyIBoOhXGLstttucxGO7haPOqYoLBaLKlz1RIssk23atCUANmmSyGrVqhHQX4PimCIJDQ3l+PH3s3r16m6nSBwRg9Gj7+OyZe+rC4P11nbUqFGDNpuNe/d+w127dtPb25sxMTEaniPa0qlTZ9rtRdy58ytKksT+/ftruHPmvEA4TZM5oqVLlizRcJs3b06r1crc3KuUZWUqCoAqpJzNZrOxRYsWarl16zZ/F4GRoef0oUxnPFLK91aV9J/F9Z8C+PT3CgwAjYq3GfN3FhiPA8jW4d5XvMNmnc/GAkgFkCqEoJeXFxs1aqQuDNRzBt/v30+DwUCLxaKu+ncO7TvbyhUrKISg2WxWFy66c3CO6QvHIBQWFqYrWijL6qI2hzlHSZytyG5nt27dVJ6/v7/bNSAF+fls26YNzWYzLRZLqQtCf83JYcfkZIaHhzM+Pr7UJzMuZ2Vx6NChbN+unW5EyNl+yczk3Bdf5KxZs3j2zJlSudcKC/ndvn260RiPlc/+Al24pa2w8BpTU78t19Mey5cv5+OPP8EtW7aWytu79xv27NmTnTp1Vhfc6pndXsThw0cwIiKC0dHRXLnyI7fcHTt2MjQ0VB3XNmz41C134MCB6njh4+PDXbt26/KOHTtOX19fl7HFnXh88smnXMa28PBwXZFntxcxNjaWANSntBo1aqTbZlraQRoMBjWaCYC9e/fR5Toic1FRUaxZsyYBVK7AePPNCjEoiytTnWxsCf91DcAkHb92AcDsUvznFgAf69QvB7D7BgTGlwBeKP6/UgWGKN5IpUIIkQIghGR7p7rHAUwhGViCOwbAYigC45q7Nhs1akRfX1/8+OOPiKldGykpKQgICNDlHjp0CJMmTULOr7+iV8+eeOKJJ9z29euvv8Zrr70GyWDApIceQlJSklvunj17sP6TTxBRrRrGjh0Lo9H9e8tOnTqFAwcOoEmTJoiKinLLA5Tn//Py8uDj41Mqz4N/Fjxv8fRAD+UdLwoLC7Fz504IIdC6dWuYzWa33D179mDDhg2oVq0axowZ43Zsk2UZTz/9FNLSDqJJkyZ47LHHILl5cdWxY8fw0EMTceXKFXTv3h3Tp89wu/1XXnkFb775JgBi7NhxWLHiQ6Smplb4BZBUsyZTH3+8QtoSY8d+S9KtwxBCXIPi814tUf8jgKUkdTsihNgCIJdkvxL1HwCoSbKVzncyASwg+VSJ+iEAXgEQRzJHCFETyuLRXiQ3lL2Xvw83U2A8AGA+AC+SRU71j0BRXrbS2kxKSmJqKS8h8sCDvxs8AsODfyqaNk36OwiMDAALST5doj4XwNMkX3TzvVUAQkl2KFH/KQCQ7KHzHY3AEEKYoKzbeBnKI6+AsgbkewBDAGwk+WtZ+/l7cDPf5HkUgAHKPJAz6hZ/5oEHHnjggQeVC0mqGCsbR6H4NxVCiEgoT0+W5vM03yvG7/WVNgDVoQiMy8X2ffFnKwF89zvaKhdupsDYDSAHwEBHhRDCCqAXgE03q1MeeOCBBx78g/DnCYxNALoKIXyd6gZDeRfUl2V8L0wI0dpRIYRIAhCN3+crcwF0KGF3FX/2GIBhv6OtcqHSkp0Vi4XuxcUIAH5CiAHF5Y0k84QQzwOYLoS4DEWJTYYiel6rrH554IEHHnjgwU3AmwAmAlgjhJgDRSA8BeBlkmoiISHESQBfkhwNACS/FkJsBrBMCDEFgAxgDoCvSG51+l4UgKbFRTOA+GKfe5XkJpJ2ANudO1S8BgMA0kjuqdjdrdxsqlWgvMXTGY5yLSgrbp+HIigeBRAMZeVtZ5KXKrFfHnjggQceePCnpmsneVkI0RHKOyg+AZANYB4UkeEMI5TlA84YUsx9B4rP3ABFrDijA66vrQCU2YGBAM5BeVrkT0elCQySZ4HSV6VRWWH6bLF54IEHHnjgwZ+LPzFdO8nDUF4yWRqnpk5dNoCRxebue0sBLP2d/TmLMvz0H4EnXbsHHtwiEKj8J7488MADDyoKlTlF4oEHHnjggQd/XfyJUyT/RHgEhgceeOCBB/9ceARGpcFzZD24pZGRkYFt27YhKyurVF5OTg6enT0b/zdtGvbv318qd8mSJejUqRP69OmDI0eOuOVlZ2ejU6dOqB0Tgw4dOiAzM9Mtd/ny5agRFYUqVauiX79+sNvtujxZljFg4EAEBQejStWqmDVrlts2z507hwYNGiAgwB/R0bWwZ4/7ReDr1q1DrVo1UbVqFXTr1hX5+fluuc899xzq1q2L+vXj8c47b7vlybKMJ554HO3bt8fw4cOQnZ3tlmu32/HKK69g8uTJ+O9//+uW5+CmpqYiNTXV7XHywAMPbgFUxvvH/wxLTEy8+ckNbjH7JTOzXLlADh86xBfmzOH7y5a5zW9CWcmHMn7cOHbq2JFTp04tlbtwwQLWqFGD4eHhHD1qlFvuubNnGRUVRSEEjUYjx40d67bNBx54wCXHy2OPPea2TavVSgCUJIlCCL61eLEu918TJhAAAwMDaTabaTAYdHO3/JaXx4CAABqNRjaoX58mk4m+vr666eIdmV9r1KjBVi1bUgjBxCZNdLffoX17AmCH9u3VpFvPzJypfu6g5uT8SpvNRm9vb3bv3p1BQUE0GAw8cuSoptlNmz5Tc0q0bt2m1AylEydOJADWqlWLERERhJsU8LKsJLACwJCQEEqSRF9fX93kVfn5BWpbjoRjehk3ZVlJ9hUYGKj+pkFBQS5p1p0tNfVbhoaGqvmDZs58xu1pvWvXbsbFxbFKlSps1659qcnWtm//kj179mSPHj24efPnpV4u+/d/z+efn8MVK1bqJhkreRyOHTteJs9jWqu0XCTR0eTKlRViKCPZ2T/RbnoHbvjESExkQX4+d+7YwW9TU0t1bpRlHj1yhAsXLCgzkyZlJZvmxIkT+dHKlaXyfjh/nsOGDWPvXr24fPnyUrkLFyxgk8aN2bRpU6akpLjlXc7KYquWLRkcHMxatWqVmqVz0aJFtNlslCSJVatW5bepqbq8q7m5alIih0Nwl5zstfnz1SRHKE6b7chE62wF+fkMCwujEEJ1CA0bNNBt05H2PTo6Wk0b3qNHD11uaGgoLRYLH502jb179VIyVM6YoeGtWb2aAHjXkCE8euQIu3fvTgDcuWOHhtukcWNaLBaePnWK1woL2bBhQ5pMJg2vyG6nEIL9+vZVj5u/vz/j4+M13NnPPquktT5wgJRlnjxxggD46LRpGm7dOnUYHh6ulmfNmkUAumJECMH7x49Xyw0bNGDVqlVdOLJMLliwkAB46tRpyjKZm3uVRqPRJc218+AcEBCgOrZFixYRAPWSXZnNZnbt2lUtN2jQkIGBgRretm1fEAAXLnydsqwk05IkiSNG3K3hjhhxN4UQ3L79S8oyOWiQklH47NlzGm7t2rVpsVi4efPn3LTpM1osFsbGatOa5+Zepbe3NwMCAjhjxpNs2bIV4ZRm3dn27fuOkiQxMDCQrVq1psFgYHh4uK6jX7FCEYPe3t6qKNXLDirL5MyZz7gI3OjoaLfZXB1p3x0i6+2339Hl2e1F7N+/P00mE41GIxMTE9UMpCWtsPAae/bsyeDgYEZERHDp0vfcDRXMzb3Kvn37MT6+Pnv06KErBB2WkfEz7733Xvbs2ZOLF7/llifL5JkzZzlt2qP8v/+bxhMnTpbJXbBgIVNSUsoUWenpl7hx40b1HKlUgbFqVYWYR2Bo7aZ34EatXr169Pb2dnGEV7Kzdc9Wx4DusIYNGrgVJI0TElzutLp3767LO37smHqH6+PjQwCc9NBDutxp//d/6h2kIw36kiVLdB1cWFgYjUYjO7Rvr96d7d2zR8P9bNMmAmCD+vU55eGHGRAQQIvFwstZWRpu61atKEkSX5s/nx9+8AEtFgsjIyM1vIL8fAohmJSUxCK7nV9s20ZJkti3Tx8Nd+rUqQTA3bt2kbKSidYxwJfkhoeHs05cnFq+b/RoCiE0vEvp6QTA95ctU+tiY2MZExOj4d577700m80udZIk8ZEpUzTc0NBQtmndWi2/8/bbBKDJvnslO5sA+OEHH6h1zZs3dxEHDvv3pEmUJMnlPDKZTLoRl1q1armIFEdEQy+aBIBPP/20Wm7TujWDg4NdOLJMvvjiXAJQnY/dXkQvLy8OHjxEcwrWr9+AUVFRann79i8JgPv2fafhSpLEqVOnquX+/fvTarVqeA6R4uxQg4KCmJzcUcNNSkpiRESEWr548ScC4Nq1H2u4RqOR48aNV8ujR99Hs9ms4a1f/wkBuERsAgMD2bZtOw23e/fu9PLyYn5+AWWZ3Lz5cwLgpk2fabiBgYGMjo6m3V5Eu72I8fHx9PHx0fDS0y8RAJOTO9JuL+L69Z9QCKGb2v3tt98hAA4Zche3bNnK+vUbUAhBPYE3YsTdasbnsWPHUZIkJiQkaHiyTCYkNKYQgm3atFWzjn7wwYcaXn5+AUNDQylJEqOjo2kwGBgQEKCbIfXChR/p7e2tRqQAcPjwEbrb37FjJ41GI4UQFELQYDC4zT779tvvuNy4VK9eXXf7skxOnz7dZby+++57PALjFrWb3oEbNcdF8s3evVyzejWNRiNbtGihOVt/vHBBDTkX2e1cvnw5AXDCgw9quC/MmUMAfG/pUlKW+czMmQSgm7I9MTGRVquVv2RmkrLMfn37EgCvFRZquGazmckdOqjluLg4jdOgLHPrli0EwK1btpCykuLc29ubXbt21XB79uxJq9WqOrgfzp936buz+fj4sHevXmr5iccf13Xw3+3b5yIaKMusW7cuY2NjNdyBAwfSarW61AkhdKMNwcHBbNumjVqe8/zzBKAReZezsgiA8199Va2LjIxk3Tp1NG0+Om0aAfBgWhopy9y9a5cSzn/5ZQ23YcOGtFqt/OniRRbZ7WzatCmNRqN2ZJNlenl5MSoqir9kZnLrli00GAzsmJys4X21cycBsH27dvxi2zZ27dqVAPj55s0armPa4b7Ro7lwwQL6+PgwICBAd/vR0dE0mUycPn067xs9Wo3SlOSdO3uWBoOBkZGRnDPnBSY2aaKeOyWbffrppwmAQ4cO5RtvvMmAgABarVbdu8ioqChaLBauWLGSixYtosFgYLNmzTS8I0eOEgC7dOnCvLzfOHfuS6o4KskdPHgIJUni3r3fUJbJUaNGu0RfnM1mszExMVEtJyQk6Dp4h0jYsWMnZVkRWDabjR07dtJw27Vrz6CgILXsEAd6KdPNZrOLSHjooUk0GAwa3oYNn2qiMJGRkWzcuImG2717d/r5+anl/PwCAuCCBQs13ICAALZp01YtT548mUIIDS8n51cC4KxZs9S68PBw1qlTV8OdM+cFAuCePXspy0rqdAB8/PEnNNzk5I40m828cOFHyjI5ZswYAmBGxs8abtWqVRkaGsrs7CvMyflVvYEqybPbi2gwGBgfX595eb9xy5atlCSJPXv21HD37NlLAOzatSvPnDmrbr9SBUZKSoWYR2Bo7aZ34IY7DnDO88+rZ2a3bt3o7++vGYhTlB+eP2dkqHXh4eFs1qyZhjtk8GB6e3trnKbe3H5kZCQbJySo5U/WrycA/nD+vIZbso3+/fvTZrO57atzG0FBQS7O2WF9evemxWJRnfTxY8c0d98OCw4OdrmD7tO7t66D/TUnhwA4bNgwUlbEmZeXl+72X1+4UHUoRXY77733XgLgl9u3a7j9+valEIJTp07la/Pn02KxMCIiQtfBxsbGUpIk9undmw3q1ycA3fUSV3NzGRAQQIPBwJo1a1KSJIaFhekKvJMnTtDLy0td1wGAr8ybp7v9devWqdErR9RJbyqDsjJN4nxXNn36dD0aZZns06evyg0JCeGhQ4d1eRkZPzMmJoZCCEqSxC5duriNtn2yfj1tNhsB0Gw2uwizknb3iBHq9h3CXI937uxZhoaGqvtUs2ZNt+H0J598yuVO09kxOltu7lW1TbPZTAAcPfo+Xa7DGYaGhjIkJIQA+PLL8zS8wsJrDAoKotlsZr9+d7JGjRqKwNr6Xw138eK3CIC9e/fhu+8uZUREBI1GIzMzf9Fwa9asSZvNxhMnTvLs2XP09/dneHi4hnfmzFkC4MSJEynL5IkTJ2k0Gtm7dx8Nd8iQu2gwGNTtOaaXVq36j4YbFBTE22+/XS2PH38/JUnS8BwiyTliUa9ePdaqVUvDnTx5skYkmc1m3d+gXr16jImJUcv79n1HANy1a7eGW7KNCRP+RaPRqOEdO3acAFyiGw0aNNTt64wZT1II4SJ+vb29K09g1K5NrllTIeYRGDp++mZ34IY7DvCOO+4gZWVqITIyktWqVdOMWIcPHVIHf8oyT586RYPBoM6zl3QYAPifVatIWebcF18kAK5ZvVrD7dypEw0GA3fv2sWC/HzWj4+nwWDQdQbVqlWjzWbjF9u2MSUlRZlb1VnkdyU7m2azmVWrVuXrCxeq6wr0HOzOHTsohGBUVBRHDB9Om81Gm82m6wxfmz9fnUaKjYkhALeLJ8eNHUsA6toOi8WiK5ooy2r/HDZ+3Dhd3rXCQrZo0cLFaZ87e1aXezU3l61atqTNZmNQUJBuRML5ePXu1YsNGzbkgAEDdNeKOOxSejonT57McWPHqus03FCZnn6Jy5a9zw0bPi1zrriw8BoPHTqsht/LMndz9HpWbuLvMD0Bpmc/nD/PS+npZfJOnjjBpe++y/99/XWpvIL8fM6Y8SRHjRrNlJSUUptduvQ9Nm3alM2aNdNdU+H8OzVq1Ig2m41VqlQptd2HHpqkCixvb2/d6RFZViIzDtEGgBaLRXcqSZaVyAwA+vj4UAhBHx8fXdFy/vwPNJvN9Pb2ZoMGDSlJEqtVq6Z7bjmiXe3atVdFacuWrXS3HxgYSJvNxpdfnse7775Hmaad9G8NzzEl1r17dx44kMaBAwcSANev/0TDHTRoMIUQ3LTpM9rtRWzevDmFELrrQEJDQ1m1alXm5l5lXt5vjIiI0F2v44jYDBs2jLJMZmb+Qm9vb93I2JIlSwhAXVx76NBhZVG0R2DcknbTO3CjVqVKFQJgWFgY/fz8CMDt4kmHIwwICKAkSbTZbOrUhrMV2e2Mj493udPSC49TVu72HX0AQCEEl777ri73+LFjah8dDlZv+5RlfrFtm7qmQ5IkTnn4YbcjcUpKCoODg2mxWBgdHc2TJ0645b7z9tusW7cuY2JidKcxnO39ZcvYr29fjh41yiXyo2df7dzJ1xcu5Hf79pXpjIrsds26h5tlf4EulMtuegf+Zsfc3by/s+Xk/MoPPviQy5a9X+piSFlW1qL06dOX48aNL5V74sRJNm/enLVq1WKPHj3cLtyUZSVq4ePjQ6vVyi5durgVpceOHVfHICEEBwwY4LbNxx57zOVmwN1TPPn5BYyKinIZ19w9RbR1639pMBgoSZJqGzdu1OWOHTuOAOjn50ej0Uiz2ay7KNRuL2JkZCSFEKxRowYNBgP9/PwqV2B8/HGFmEdgaE2QxK2IpKQk3nvPPXhv2TJ4mc2YPn06unbt6pb/0ksvYcvWrQirWhWvvPIKAgICdHmyLGP+/Pk4dOgQWrZsiZEj3b76HXa7HR+tWoXMn39G7969UatWrVK5+/fvh7e3N+rVqwepjJe7yLJcJseDGwMr79X7FY6/2+vBb6Vjf6ugvGNFdnY2Dh48iPj4eAQFBZXa3po1a3DhwgXccccdqFOnjlvuiRMn8MYbb0CWizBu3HjUq1fPLfedd97G6tWr4e8fgBdeeAHVq1fX5RUWFuK+++7DwYMHpvcy+gAAIABJREFUERUVhXfffRedO3dCampqhZ88SbGxTH355QppS/Tu/S3JpApp7G+CW1pgpH7zzc3uhge3IG41J/d3Ehm32rH34K+Bpk2TPALjFoTnVeEeeOCBBx78c+GJFFcaPALDAw888MCDfy48AqPS4DmyHnjwF4dnWsEDDzy4FeGJYHjwj4LHWd9cCNDzG3jw14EnXXulwiMwPPDAAw88+OfCIzAqDZ4j68E/BrfynfOt3PeS+Ds9FeOBBx64hyeC4YEHHnjgwT8TnimSSoVHYHjggQceePDPhUdgVBo8R9aDvyzsdnuZnIsXL2LRokVYsWIFCgsL3fKu2YswZcrD6N79Dkyb9n+QZdkt991330WdOnGIjq6FRx55xC0vIyMDCQm3wWazIiQkGEuWLHHLffHFF2G1esNoNKBatXAcPHhQl5eTk4OGDRvCYJBgNBrQsWNHta8lp0nWrl0LH19fCEmC1WbDe++953b7w0eMgNnLC0aTCQ0aNEB2drYuLysrC42bNIHVZkNgUBAWLFjgts2DBw8ioXFjRNaogTu6d0deXp5b7rZt29CvXz/ceeed2LVrV6nTJAcOHMBrr72Gbdu2ueU4IMtyuc4TDzxwC0mqGPNAi5v9rvIbfod8YuLNT2xwi1mR3c6jR47wam5umbzly5dz1qxZbrNuOmzdunXs3KkTu3btqqaZ17MfL1zgbbfdRn9/f9asWZNf7dzpljtk8GCXzJ/u8px8sn69S+bT4OBgtzlmHPkV/P39CYBxcXG6yaYWLnydABgZGcl69eoRAIcMuUs3Z0KVKlVoNps5aNBg1qlTV82HU5K7cuVHBMCmTZty6tSp9PPzo9Vq1c1H0bBhQxoMBj788BSOHn0fAbBPn77q545/jh45QkmSWLNmTc5+9lnWq1ePQgju3bNHs/8THnyQANi3Tx/+a8IEGo1GxsbG6h5TR6bRwYMGqdls31+2TMM7fuwYjUYjfXx82KRxY0qSxOrVq+sm+1v67rtqkjGLxUIhBP+zapXuz//QQ5Nccma0bt3G7ek3YMAA9TwJDAzk/v3f6/IKC6+xT5++DAwMZJUqVfjii3PdtpmfX8AxY8awdes2HDt2XKnJ6XJzr3LBgoWcPfs53bwaJc+XY8eO6yZD81jZVmm5SOLiyO3bK8TgyUWisZvegRs+MYoFxhfbtnH+q6+WmWzrt7w8zn3xRT46bVqZTvO7ffs4etQojh41qsx2X5o7l23btGHvXr14+tQpt7zLWVns3KkTa9euzeQOHUpNIvb+smUMCwujv78/27Zp41YQ/JaXx9tvv50Gg4FGo5GdO3Vym9p7+fLlLs7YkZK9pF0rLGRMccZVh+mlq6d8PUurr6+vmoFSL138b3l59Pf3p5eXF7t168bg4GBKksSDaWka7qPTphEA77n7br75xhv09/enj4+P7n55e3uzRo0avJKdzW/27qXJZOLtt9+u4c2e/RwBqBk01679mAC4cOHrmt2qWrUq4+Li1PKQIXfppstOTf1Wk5EyKCiIzZs313Dbtm3HgIAAtZyWdtBtNktJklwSUXXt2pW+vr5q2fHPE48/TiGEmkG2yG6n0WjkmDFjNPtftWpVOgvyZ2bOJADNMT154oTmN6xSpQoTEhI0bfbt04cmk0nN3vv55s0EwE83bNBwfX19WbdOHRbZ7Syy21mrVi0GBQWRsmsCNMcxHTRoMO32Ir76qnJ+zZ79nOY4TZnyCAFw5MiRfOONN+nn5+dynJytZcuWFEKwffsOajJDdyngIyIiKIRglSpVKIRgZGSkrhC9ePEnVayiODHhihUrdbe/Z89eWq1Wldu0aVO3WXrXrv2Yvr6+FELQ19eXq1evcTdMcPHit1i1alUGBAQwObljqYncnn9+DuvWrcv4+Pp8992lbnmyTD799NNs3boN+/W7kxcv/uSWZ7cXcebMZzh48BDOnftSqW3m5xdw7tyXOHXqVN3U786Wk/Mrly59j0uWLFEFWaUJjDp1yB07KsQ8AkNrN70DN3xiJCYyuUMHF0c44cEHdc/Yy1lZDAwMVLMDAuBLc+fqctetW0chBI1GI41GI4UQ/GT9el3ukMGD1Ttnk8lEo9HIo0eO6DrYwMBAGo1GxsfH02Qy0dfXVze1+prVqwmAtWrVYteuXWkwGBgdHa27/dtvv52SJHHc2LG8e8QIAmDvXr00vJ8uXqQkSawTF8cvtm3jfaNHEwBfmTdPwx0zZgyFEFy3bh0pX89Eq5ey3Wq1qs6nyG5ndHS06jic7b2lSwmAB9PSKMtKRkuTycRBgwZrdisurg5r166tljdt+owAeOzYcY0zAMDFi99S69q2bceQkBBNm6NGjabZbHapMxgMuhklAwIC2LFjJ7X87LOzCUDD+/rr/xEAt2//Uq1zOPKS3A4dkunr66s6lV27drukpC7ZrxEj7lbLt99+u4s4cdjMmc8QAH+6eFE9xyVJ4r8mTNAc//DwcDZs0EAtT/u//9MVGIcPHSIAl/M9IiLC5bsO65iczMDAQLV8JTubAHQzChsMBk6cOFEtjxw5kmazWcN7ae5cTb/8/PzYvXt3DTc2NtYlCvPJ+vUEoBH5RXY7AXDy5MlqXVxcHKtXr645ps8/P4cAuG3bF5RlJVsoAN2IR1JSEs1mM9PSDjI/v4CxsbH08vLSu0zp4+PDoKAgbty4kbNmzSIADh06VMNLSztISZIYFRXFxx57jFFRUZQkiWlpBzXcZcveJwDGxMSyS5culCSJ9erV092+IypUs2ZNhoeHE4DbDKmdOnUmAIaGhtJoNNJiseiKDLu9iHFxcWpkyiGc9NrMyfmVwcHBqhADwFmzZulyjx07rt6sAKCXlxe//vp/lSswvvqqQswjMLR20ztwo1a9enUC4NwXX2SR3c4Rw4cTAP/39deasza5QwcajUamHTjAIrudLVq0oBBC9644MDCQkZGRLMjPZ0F+PiMjI3Wd5q85OQTA8ePGqQOst7e3/h30s88SANMOHCBlJbzsLjKQkJDAkJAQtfzW4sUEwHNnz2q4RqOR940erZZ79uxJm82m4b2/bBkB8Ep2tloXHBzM9u3aabhNmzZltWrV1PKl9HQ19K/nOJwH7uHDR9BisWgGDce0g3M6a5vNxt69+2i4jRo1YnBwsOqM5817hQCYnn5Jw5UkSRUDublXGRAQwNjYWA1v+fLl6vG224s4adK/CYDr1q3TcLt06UIhBJ99djaXLXuf3t7erFatmoZXWHiNfn5+tNlsfOSRqWzdug0B8M0336LdThfbuFERSbVr1+aQIXfRYrEwICCAeXkFGm63bncQADt0SGbTpk1V51hy+xkZP9PLy4s+Pj7s07s3AwMCaDQaefbUKZZs9Mnp0wmALW6/nf369qUQgo0TEjS8osJCBgYE0Nvbm1MmT2aH9u0JgPNffVXz27/5xhvK9NHgwfx47VrGxMRQkiRV8DhbWFgYAwIC+OOFCzx39ix9fX1Zo0YNDW/jxo3KMXzjDVJWIolCCD7wwAMabsMGDRgaGqpew3NffJEANJHBa4WFmhuKpk2bMiwsTNPm/ePH02QykfL1yIrRaOQDDzygOf6hoaFs06atWl6yZAkBMD+/wIWXmfkLAbhENxISGjMyMlLT5uTJkylJktpGfn4BJUnipEn/1nDr1q3L8PBwtTx37ksEwKysyxquyWRi165d1XL9+g0YGBio4R06dJgA+OSTT1GWlSiNyWRi9+7dNVxHVHDt2o9d9n/58uUabo8ePWgwGLh37ze024vYoUMyhRC6EZfatWvTZrPxxImTTE+/xODgYIaGhv5tBAaAeAD/BZAH4CKAmQAM5fieP4B3AVwGcAXABwCCdXh9AKQByAdwGMDgEp8/5XxTXsIe9QiMYnOEzp3PTgB8bvZszcARFRXFRo0aqWVHOFdvSsNoNPL+8ePV8rixY9VBx9kOpqURAHfu2KHW1atXjzExMRruvydNoiRJLoLGZDJx3NixGm79+HhGRUWp5c82bSIAHj50SLevdw0ZopY7JidrjgllmVu3bCEArlm9mpQVMWQymdind28Nd8CAATQYDDx86BBlmaozLhlBkGUyLCyMfn5+PHHiJA8cSKO3tzdjYrQO/uLFn2g0GhkREcG5c19iy5Yt3Tr49es/IQBGRESwVavWFEIwPr6+hifL5PRix+nj40OTyUSDwcA9e/bqcvv06etyMQ0ZcpfGudvtZF5eARs2bKjyQkJCeOLEaV3ukSPHGRERQUmS6OXlxSeeeJKFhdS1995bzuDgYHp7e7Nu3bo8c+YHXV5+fhEHDhxMf/8ABgUF8eGHp+juj8MhxMTE0tfXlzVr1uQ3X3+tv/HCQk6dMkVd+9GhXTsW5Obq8k4fO8aoGjXUfZo2dap2x4tt/Nix6nEymUz8aMUKXd63e/fSy8tL5Xp7e+uez5RlNm/enICy9kYIweDgYHUayNnWrVt3/TwpngJxvsadrXr16vTy8uIzM2dy5MiR6tRKSd7Ha9cSAO8fP56/5eVxXPH+OaJ5zlavXj36+vryclYWKcts3boNDQaDZvP5+QUEwIkTJ1KWlTv/0NBQxsXV0XCnTp1KIYQqErKyLlMIwalTp+o6YuepvBUrVhIAL1z4UcOVJMmljf79+9Nms7m99s6f/0Gti4iI0I3K6d1MlNyOw+Li4lz21xH9S039VsO1WCwu0Z2pU6dSkqTKExh165K7d1eIlSUwAAQWi4qtADoDGA/gKoBZ5RAYnwE4A6A/gH4AjgPYWYLTGoAdwHwAHQC8CEAG0MWJUx3A7SXs+eJrM8EjMIrNMUfqWNT2zttvEwA/XrtWMxi0atmSZrNZjQJ069aNQgheKyzUcKtWraouFvwlM5PBwcG6dzvXCgtpMBhYt04dXsnO5n9WraIQggMHDtRwv9q5U7krbd+eX27fzm7duhEAP9+8WcN1hFD79e3L52bPpq+vL319fXWjLY7pi27duql3m3oDp2P6wuGsrVYrjUYjT506rbnAs7Ov0N/fn0IINVQ5cOBAXQe3f//3angUxWsx9NqUZWWqw9GeyWTSnVd3WEpKCqOiolilShX26NFDc1fobCtXfsTu3XtwwICBTEs77M4X0m4nt2/fyblz53Hnzt2l8ux2MifnKtPTfy6V4yoMbtzy8q5bfv71Nt3ts7Op/zh3xLlBR6M3Ys476OYgFBUW8qcLF0o/mHY7L2dmcsnixVz69tu8kpVVKvepGTPYtUsXjhszRldcOOw/q1ap50nvXr10r2fKygJjxyJfIQR79Ojhdq3SPXff7SJE7733Xl1e2oEDqqi1WCwEwNnPPqvLveMOJSpVJy6OQUFBBMCNGzdqqGfPnqPRaGRgYCAHDx7CoKAgJSp19pyGO23ao+q1OWvWLFqtVgYFBekeqqioKFosFq5a9R8uXvwWDQYDmzVrpuFlZPxMIQSbNm3KnJxfuWjRIgLghAn/0nAdUclXX51PWSYff/wJtzcNHTt2oslkUm9S+vbtRwC6i5xDQ0MZGRnJwsJrtNuL2KBBQ1qt1soVGP/7X4VYOQTGo8URCD+nuqnF0Qy/Ur7Xovh8bOtU16y4rpNT3WYA20p8dyOAr8ro16cAjlTG8b3pQuFGrUmTJupCrICAAAJgYpMmbgcYq9VKIQTNZjMB8InHH9fl/u/rr2kymVzuzPSmXSgrUw+OOUUAjI2JcTvIzZo1S13/ATfTIw4bN3asuiCzSpUquoshHcLhzn796OPjQ19fX44aNdqtAyrIz2f//v0ZHR3NZs2a8ciRo26dVm7uVT744AT263enyxoHPcvJ+ZUpKSlct25dqYvM/oiVJQbKa+6iC3/E9ESCO/v117LNWWSU59io/zg6lJdH5uaWbeXpsJ7QqEiriB+1Ek64g2lpfG/pUrfXncPOnT3L0aNGccjgwbqLW51t4sSJjI2N5W233cbPN2/W/w1lmd/s3cvIyEh6e3szMjLSbUROlsm7775HHX/Cw8PdPsly5sxZdQ0EAEZFRblMVzrb/PmvuYxTTZokul2Q2qZNW1W0Aa5POzlbRsbP9PHxcRl/9ab9ZJnqGjgvLy91Yewbb7z5dxEYOwCsLFFXo/hY9yrlezMBpOvUnwbwUvH/XgAKAYwvwbkbQBEAfzdtBxV/b0ZlHF9RvJFbDklJSdy9axcmTZqE02fO4PbmzTFjxgxIbp5Hzs7OxjOzZiErKwuDBg3CHd26uW374sWLWLZsGQDg7rvvRrVq1dxy09PT8cUXXyA8PBxt27Z1u30AKCwsxPHjxxEXFwez2VzOPS0f/k6vknaglFdVVDq3PI+1y/L1toqKXD+70ctKCMBkUrZvLMdr8NT3SdjtSmccf28UJXe8vM/5l3ebv+d9AZXFvUVQ0df0uXPnYDKZSh3PAODChQvYseNLREXVRKtWrUrlrlmzGvv27UPLlq3QvXt3t7zc3FzMnDkTmZk/4847+6Nnz55uuXv27MELL7yAoqIiPPjgg+jcuTOaNk1CampqhQ9ySfXqMbV4rP+jEM2afUsyye3nQmQAeJ3kUyXqrwJ4iuSLbr63CkAVku1L1H8KACR7CCHiARwC0IHkdidOUwB7ATQj+Y1O22MBLAJQh+Tx8uzn78EtLTBSv9Ecr38k/sniojy8P+Jvy2qzqEgRExWxDUmqQIFRUR1yFheV4cTL02Z5t+sRGX9bVJrAiI9n6vvvV0hbIinpHIBMp6rFJBernwtxDcAjJF9x+Z4QFwAsI/mYbrtCbAFwlWTfEvXLAUSTbCmEaAXgKwCNSe534sQAOAGgK8nPddreBiW6kfg7d7dc8Lwq/BbH320AutFIREUKkvLCWVxUlD+vMFS0qpKkimvTeUdLa9PBk+Xyh5RKtn+Lw5Pe/pZCZmkRjGLo3dELN/U38r2SZeGmHkKIcADtAPxfGdu+YXgExl8YJQcW59cr38qDTkVOZ9zo5yWnNBwwGMruE6AEChztV5TA+L0oNStpRXVIlpVQisPJ/x5Hrwc9oeKuTWfBUB4hUt7t32Jw/M6Oa17vd7+Vx4Objj/vnLgMIECn3h+A/rv7r38vVKc+wOl7l53qSnLgpv1BUATIR6Vs+w/BIzBuIfyTBpHfO/VRHr47UfF7Oc7brCiB4fCh5RU4ZXbM+e8fgaNjztGEPwK9KIO7NssbwfgbRi704ElzXwn4c7OpHgVQ13XzIhKArfiz0r7XRqe+LoCPi/8/BeBacd2XJTgylMdaS2IIlCdMfihP528Ef+8r8hbG31FMlNcRlycq4exDS4tSOBugTGmUx9zB8bnekofSzG7Xt0qPfJS18fJ0vLxrO8rTXskfrjSFVt4f2plfnuNxM8JNlQyP+LglsAlAVyGEr1PdYAC/wVUU6H0vTAjR2lEhhEgCEF38GUgWAPgCwMAS3x0M4GuSV5wrhRA1obwDY8WN7Eh54Ylg/AXxdxQX5cWNTp+UFXn4vWuZ3fH1ggN/xGeVd3lBSZTboZQlCH5PGxU57QKUPbWhF8EoTzTjbx7JcAfPeo0bxJ93vrwJYCKANUKIOVAEwlMAXiaZ4yAJIU4C+JLkaAAg+bUQYjOAZUKIKVAiEnOgRB+2OrX/DIDtQohXoEQ2uheb3iOTQ6C8lCulYnfRFR6B4UGl40YXYJbHN+oJi7LEwe9ByZkBvRtvx2LP3wshrm+j0sa4PyIOHB2z213/VgRKW1dR8qCXZ5qm5JRLeR+r/YeKEQ+c8CedAyQvCyE6AlgA4BMo6yLmQREZzjACKDlZOqSY+w6UmYcNUMSKc/tfCSEGAJgF4H4ob/4cqvf0SHF7/yX58x/Zp7LgERh/MfxT70D+qLgozcH/kRtvd/0qTeCUd/uOx1IrDeWZXiiPI3Z28BUVISjNwZf8rDzbLvnZPzSS4Yli/LVB8jCA5DI4NXXqsgGMLLbSvvsxrq/LKI2XUBanIuARGH8h/N0Ghhtdb+Hue3pTInrC4ve0WV7oRTBu5DFVWZbVl7Hp+T/H/siyXOwjy3aSdru97AtZliEXd1Iq6YjdwV0Ew/EITWU58NIiGGUJE719+4ctEPWIjN+BP3eR5z8OniPrwV8Kzv4uLy8P+fmFGgdeMmrw2WcbMHv209iyZbNuxMFR9+mn69CjRzt0794WH3+c4lYYnDp1As2a1UVUlD8aN66N77/f59KWQ1wUFckYNqwLatc2IibGgF69kpCbm6c7jbJ27QeoW9eCmBgDYmNNWLLkFe2GobzxsHHj+rBYDDAaDahXrx5yc3NdOI71F6+88gpMZjNMZjO8bDYsW75ct83MrCxEt20LQ0wMDDExaHHnnbAXFurO9yz64ANY4+Mh1a6NwEaNsH33bl2eLMu46777EBQdjZCYGDz2zDPaDRdzc3NyMGjkSDRNTsbIBx+E3SFQHBwnpF+6hJdefRUvz5+PjJ9/duXoLHzJzspShZNeex54UCacXyj3R8wDLSrj/eN/hiUmJlZKHoKbYX/m5vLyfuOhQ4dZWHitVF5u7lUuXvwW5817xSW7op69/PI8duzYiYMGDeaFCz+6TRuxYcNGVq9enf7+/kxMTGJ6+i+6ycLOnPmR4eHV1HwIjRolMDu7wCVnR06OYh06dHbJh9C9e19mZdHFMjPJl19WEjf5+fnT3z+QAPjss68wM5Mudvz4L7RYvGm12ti5cw/6+Slp0L/55izT08kfflDs/HmySxclQ+udd97DYcMeoCRJbNAgkceP08U2bTpMIQRr1arDp556kw0bKmnYV678gj/8QKanK9vOziYTE5tRkiROn/4Un376aRoMBk02S8oyv9i2jQDYvHlzLlmyhPXq1qUQggf37FEaysxUGr5wgbE1a9JkNPK5KVM4ZeRICiHYvV07luzo1qVLCYAN69Th9AcfZNWQEBqNRv60dy959ix54YJi6em8IzmZANiuZUsm3nYbAXDaQw+x5AH97cIFBgYEUJIkRoSFUQjBqMhIFmVkKBynH2r35s0ueYDMZjO//fLL6z+2Uy6VRQsW0Ficr0eSJD4zY4bbZG3PzZrFKqGhDAwIYL++fVlUSh6Ul+bOZcfkZA4cOFA39byzrVm9ms/Nns1v9u4t88L76eJF/nD+/N96bKlMq7RcJPXrk0ePVoihHOna/2l20ztwwydGscA4fuwYpzz8MKc8/DBPnjhR6lm6bt06Dhk8mPeNHs0fL1wolfvE44+zXdu2vGvIEDUls579kpnJO+64g/Xj4zlgwIBSsz9+sn49Y2NiWK1aNQ4cOFDN6FiSarcXcdiwYfTz86Ofnx/vvfdetwmHjhw5yvDwcAohaDKZdNMlO+yhhyapg7ckSWomxJJ29uw5+vr6qlyDwaCb/VGWyYEDBxIAAwMDaTQa6eXlxTNnzmnG7p07d1MIwapVw9i1azeaTCaGhoYyL++aRmDUqBFFLy8vzpu3kI8//hSFEOzQobNGXCxc+A4B8Omn5zAri3zkESV9+3vvpajCwmG+vv6Mi4tnRgaZkUE2bNiYVqtNLTts+vTnCIAHDvxQLDguU5Ikjhw5gRcvXhcXZ8+SNpsP27btxuPHlTHmrrseoCQZePgwXez++6dTCMH9+wuK64poMpnZv/+9PHuWvHhR0QJZWaTZbOZdd41gfr5y3O69916azWbNcb/33ntpMpnU8+JaXh6FEJz+yCNKQ+npSsPnz1MIwUfHjVM6efgwu7RsST8fH5bs6IAuXWjx8mLRwYPk0aO8nJpKAHztySfJ06eVHT9/nrx4kQZJ4j2DBysHLTOTSQkJDAoIUA620wGdcv/9FADTtm8nMzL4+apVBMC35s1z/YGyslglJIQhwcH85eRJXjp2jAH+/owID1cEk5PISNuzR0nP3rAhP3r/fbZv04YA+Nknn2gExpzZsxXR1KABO7RrRwBs26aNrrjof+edBMCgoCAaDAZ6eXnpioIiu523FYsqh02ePFn3oruclcXIyEiVV6VKFbdjz9EjR1yu5SkPP+x2LNm9axerV69Oq9XKqKgofr9/v1uBsWHDp4yJiWW1atU4YMCAUm8uli17n02aJLJx4yZcsmRJqU7/jTfeZPv2HdirV+9SkyfKspJErV+/Ozl58uRSsyPLspKpddy48Vy69L3KFxgNGmiE9o2aR2Bo7aZ34IZPjMREbt2yhQaDgZIkUZIkGgwGbt2yRfesnT5dcT4Wi4WSJNFsNvPokSO63JYtWxIAQ0JCKEkSfXx8dEXGlexs+vr60mg0Mjo6mpIksVq1arqpoDdu3KgOMImJiRRCaO5MSzrtDh2S2b59BwLgsGHDNLzCwmv09fWlj48Pp0+fzo4dOxEA589/TcNdufIjAmC/fndy27YvmJSURCEEDxxI03AbNGhIi8XCI0eOMifnV1avXp02m03DS0+/RAB88MEJlGXy4sVL9PLyYvv2HTTjd+fOXWi1WlVBsWXLFwTATz/9XJO6XAjBadOmqxlIO3XqRj8/P9XH5OQoPmf48NE0m80ukQqDwcBx4yapfsvh6xTHPZIZGYrvHTVqAg0GI9PTlbKDN2XKkxRC8Pz535iRQV64UESj0cTBg0fz/HnFz54+rYwpPj5+TExsy7Q0cv9+skePETQYjNy/n6rt20c+9NALBMBPPjnNffvI7dt/oRAShw2bwOPHFbFy/rzSD29vb7Zpk8ycHOV4JCd3osXirUlEev/9EyhJEi9eVFLKnzxwgAD4wowZSkMOFXT8OA2SxGE9epAHDpD79jEhLo7B/v5K5/btUzt7V7duNBmNLNi7l9y/n2c/+0wRA7NmKTvs2Pli0TJl/HhFxGRksHO7dvTz9XVVa+npvKtfP3pbLHQ+0EIIPvHvf1/nFf9YRoOB/7rvPlVwjB4+nGaTSfmxnUTGk9OmUQjBa9nZamZYL7OZdw8dqklPHx4Wxnp166oH7l8PPEAhhEZc/HThAgFw0sSJpN3OS+npNJvN7JhqLglfAAAgAElEQVScrLlAp06dSgB8f9kyUpbZv39/AuDhQ4c03MYJCTQajXzn7bf54Qcf0MvLizExMbqixc/PjzabjdOnT2eXLl0IgK/Mm6fhnj51igaDgcHBwRw4cCD9/f1pNpt1Iy6fbdqkGXcaN26iO+68/PI8lRsWFkYAnDVrli53/Pj71RsLs9lMg8HAffu+0+U60tXbbDYKIYpvLPQzLyckJKhZrB1jYKULjJMnK8Q8AkNrN70DN3xiJCYyJCSEYWFhvJqby6u5uQwLC2NISIjuxSuEYKeOHUlZiTrYbDYmJCRouF/t3Kk46VdfJWWZJ0+coCRJHDp0qIY76aGHKIRQIyc7d+wgAC5atEjDbdSoEYOCglTx8VzxnVVW1mXNRebl5cXevfu4XKDe3t4aXmrqtwTAbdu+UOvCw8OZkNBYV7Q4t2G3F7kdQPz9/XnHHXeo5RdfnEsAGt7OnV8RgDqw2O1k7dq1GR8frxEYbdu2Y2BgoOogT5w4SwD86KM1GoFhMBg4YMAQVWDExzdkcHCIRmA884zSr/ff/5hZWeQbbywnAL766pKSN9KsVSuGFos3N2zYzc2bv6HVamNERA3V7zls9+7jlCSJNWrU4owZL7BOnYYEwNWrd/P0aWUscUQshgxRBtnGjVuzeXPFIbRo0Y1795J7917P5Lx16xVaLDaazRYmJnag1epLo9HEzZt/YFqa0pZDaNxzzwQCYP36jdiwoXKXPGbM/ZpM6qdO/Uiz2UwfHx+2a9uWFi8v2qxW/nr4sCosePQomZbGfsXTGc3q12d8rVoEwGfGjnVNN713L79fvpySEAwLDuaA5GTavL1ptVh4Ze9eJcrhuFs7fZrxMTE0Ggx8dMIEjhsxggDYt1s3ljyg7y9YQAB8YORI/nTgAPt260YA/GrDBtcfKDOT/r6+jI6K4rX0dBakpzMyIoLBgYHXBUaxyHip+No5nJpK5uby0tmzFEJwwvjxGoERGhLCFrff7jJdAkAzTfJl8ZRT2v79ahr46OhoNqhfX3Mtt2/XjsHBwWr5WmEhAXDJkiUarsVicRk7Jk6cSIPBoOF9t28fAbjcIEVERPC2227TcP81QRGXv+bkkLLMS+npym86c6bbcccR6Xr++TkEwIyMnzXXs6+vLxMSEtRy8+bNabVaNTzH2DFw4EDKsjKd6uvrywYNGmq4X3/9v+Io49OUZXLv3m8ohODo0fdpuI5xZtmy9ynL5Ny5LxEAU1JSPALjFrVbemXKlStX0K9vX1itVlitVvTr2xdXrlzR8HJyckASY8aMAQAEBQWhQYMGuHTpkoZ7/LjyRtVx48YBAGrXro3AwEBc/PFHDffSpUuwWCyoXbs2AKBly5YQQuhyf/vtN4SEhKgr+G9LUJ4S+uWXXzRckvD19VHLPj4+ILWPS3h5eQEAMjOvJ/ArKCiAyaR9piAoKBgFBQW4ePEiAOCb4ky0oaHaV9wHBgZi7969yMvLgyzL+M9/VsFkMml4jRs3hiRJGDVqFPLy8rFmzWqcPn0ajRtrE/PdffdIXL58GV27dsK8eS+hRYumMJu90KFDRw23X7+BSElZiWbNGqFhw9o4fDgN//73NPVzxzq+Bx/8N2rXjsOIEX1RvboP7r9/OOrXb4Rhw0Zr1vqlpGyF2WxGz54t0bVrUwgh4aOPtmrWL9asGYtFi1bh558vYebMqThz5jhmzXoL9eu3QGEh8NtvQEEBkJ8PTJv2OgYMuB8nTqThwIGv0aZNfzzzzKfIyQFycoDcXMUAP7z99mFUr14Hx49/j5CQCCxe/B28vasjOxsqPycHmDLlNYwdOw2ZmZnIyMjAv/41Fc899zry8pRtOiwwsBp27NiPGjWicOjQIcTHxuLoZ5/Bp6jItcHsbKTMmIHRd9yBsz/+iMtXrmD2yJF4YtCg6x3MzQVyctAoLAyfz5kDQWLj7t2oFhKCAytWwM9oBAoLlQ0X7/yuDz9ETFQUnl+4EG8tX44OLVti9ZIlmsWgw++8EyMGDMDr776L8EaN8PFnn2Hqgw+iVbNmrj+QLGPJvHk4c/48rJGRsFWvjgsXL2Lp669rzo/xo0bBz88PCS1b4vYOHVCrXj2YzWZMnzZNw+3WpQu+/t//cN+4cXj6mWfw5NNPIyoqSjPwNWnSBEII3DNyJPLz87Hqo49w5swZJCZqz+WatWohKysLBw4cAADMeeEFAECD+vU1XLPZjKNHjqjltAMHYNRJk+vt7Q3A9VrOz8/X5V67dg1CCFgsFgDK+CCEQEFBgYabn5+P4ODg6+PObbcBAC5fvqzhFhYWIiHh+tOLiYmJKCws1PCysrIAAAMHDgIAWK1W1KlTB5cvZ2m4Bw58DwB49FElUWhSUhKCgoJw6tQpDff777+HxWLB8OHDAQCTJ0+GJEn45ptUDbdC4VnkWXm42QrnhpVnYiJDQ0MZFhbGX3Ny+GtOjtsIBmWZRqOR8fHxvFZYyO/376fJZGLrVq00vJMnThAAOyYn87e8PL4yTwkbTp8+XcNduWIFAXDE8OFMO3CAHYvvFPUWff17krL+4YEHHuDy5csZGBhIm82mu7aiTZu2FEJw7NhxHDNmDIUQTE7uqHsnUa1aNRqNRvbp05cxMbHFd9trNNyMjJ/p7e1NLy8vxsfXp8FgYJUqVXTnY3fu/IqSJNFoNNLb25sAOHfuS3qHlW+88aa6wBIA4+LimJ9/TRPBKCwkp017jEajkQDo7+/P7du/0qzLc9yhT5gwiRER1RkVVZNz577mErlwmDItUsRp055ir179+cQTs5mRUaRZV+GYFjl/voApKV/www+38tSpAnXBZkm7eFEJAjimQg4fJtPSlBkGx7RHaqoSpdi9m9yxg9y40b198oli69eTH398vfz55+TWrcr3d+5U2ktNVbZ1/Pj1tRl65phZoCwrB+b0aaWjjo7t3Kk0vHWrsiHHRj/+WOmIo1xax3fsUHbQ0THHdMqBA0onHVGN06ddF4Hq2MmvvuKat97iD99+q90RJ9v7+eccMXAg7xkyhN99+eX1RaAlohiXTp1ii+bNGV61KpvcdhtPHzp0/eRxOqGK8vJ4R7dulCSJAFirZk1eunBBOSFLnKSvL1jgci7XrVOH1woLNSf91dxcBgUFUQhBHx8fAmCXLl10x505zz9PAIyIiGBUVBQBcOrUqbpR1oiICBqNRvbt04exsbHq3XtJ7repqRRCMDYmhtOnT2dkZCQlSeLxY8fcjjvjx9/PZcveZ2BgIK1Wq+64U7duXXp5eXHdunXcuHEjLRYLo6Ojda97s9nMmjVrMivrMjdt+oySJLFLly4aXlraQQLg0KFDKcvkihUrCYBTpjyi4ToiFo61F3PmvFD5EYyGDZVztwIMngiGxgR5A68g/AsgKSmJL8yZgy5du7o83//55s1ITta+x+S9997DyFGj4NjfgIAAnDp5EkFBQRrurFmzMH3GDLXcqmVLfPXVV7r9GD9+PBYtXqyWn5k5E0888YQut1fv3tiwYQMAwNfXF1u3/hdNmzbV8AoLC5Gc3AF79uwBALRo0RJbtyp34CWRnZ2NLl0648iRI7BarXjhhRdxzz336G7/woULuOuuu/DTTxdRp04dfPTRKvj4+Ohyjxw5gtmzn0V+fj5Gjx6Nbt3u0OUBwLlz57B58xbUqBGJTp066767oTzvtihZ1nuRlt4TiWU9pViS5/yUpB6EUG7U7Xbg2jWlH+7e4FlQoNzc5+WV/YSk3a58x2BQbniMRuWvyaTUmc1KnY+P8r+fn/u2DAble1WDrgHZ2UBmptKJ3FxlQ4WF15OwOOcecXRA587YBZIEWK1KR7y8rndazxwdt1jKPgiO7TqfIyXPF73P3PH1Pi9P2U3d+R9+wJYtW1AjMhKdu3bV2QEF+fn5mDp1Ks6fP4/27dtj0qRJbrmLFi3C/Ndeg1xUhPvuuw8PP/ywLi87Oxudu3RRr+U5zz+PkSP136u0YsUKjBk7Fnl5efD19cUHy5ejZ8+euty+ffti3fr1AEofd9LT03HbbY3wc/HjwUFBQdi37zvUqFFDw127di0GDRqIouKLNCIiAseOHYfVatVwJ06ciAULXoMQAiTRoEFD7N+/X3ecaNKkCfbv/w5GoxF2ux0dO3bCli1b0LRpElJTUyv85R5JjRox9ZNPKqQtUbPmtyw7Xfs/Cre0wEj95hucOnUKixYtAqBMazimK/Rw7NgxrFmzBgEBARg5cqQaYtTDmTNnsGPHDsTFxaFFixal9iUzMxNHjx5Fo0aN4FeaV4DyAqXc3Fz4+fn9rV6GU5ZfKc/Lr8oSF86csoSGu7Jz4jMHSr6bSZYV/3ztmmJ6wsIhOq5eVTglXlWh2w+Hj3f4ZaNRETNeXkrZy0sRDX5+ZQsMHx/Fnwear7oKjJwcpUMFBcrG9JKbOTZecuf1NuJQPJKkiAw9oWE0Kh02m13DxXo/umO7JQWOO0FwI2KjtPbKqvs9n99CKJKpjjulQZZlHD58GHa7HY0aNSr1RW8ZGRnYunXL/7N33fFRVFv4m9lNspteSEgIKQQIRQgl1EgV6REBKRYUEFRQnmJDLMgTERHBgkgTBX0CiqDSFB+giO1RRER6kBpjgBhCEsJms7vf+2Nyd2dnZ5OAIIL7/X73NzszZ+7cuTsz55tzzr0HkZGR6Nate4WyP/zwAzZu3IjU1FQMGjSowjbMmzcPP//8MzIyMpzukstKMNauvSR1SYmJPoKhwVVPMK5m+AiG93W9mTq9WSqqYsnQm3lT730o9LDF4q6btccK3V1YqOjy8+crttKoSYlaL6uL0NGRkcoyONj7VOJRUUBICBBcdgbIz1dKSYlCNkS8hLfsqVqy4A1BQQrrEURDmFzEHOfieLUFQ01e9P4MdR1VtTpcjBXDRzDccLW/ay4bwWjShNs/++yS1CXVrOkjGBr4pgr34apGVckF4DmttzfSI9wjwoohiAHg0tNWq/K7pKRyF4k4pqxMaYPQzeKDX7hIhLfKYlGW2vg6oZOFhyMgAECRxUUo1MviYqXhwgQjXCaiAX5+FQeoie12uzsDUh8j3C0CpaWuer1BPTW3luV5Y31XCn+39vjgw1UGH8Hw4U/jr5iduaqzQXvbpyYJFR0vrBWVuUiEgUDo85IS/XMCik4XJMNmcxEM8TsgwKXDAaU+WXYnGELP+fu7CIafkYqQKCIgRG3BKC1VGuCNYAiCYNAmb4SLBBgMSiPVVgtR1J0p6qvKDSGU94WQDPW+ypT/3528+PD3ge++uGzwEQwfrggqi5e4kDoqi8FQuze8nUsde6EmFyJlh6hDEAW15UIstbEdwr0jSIs3F0lZmaLv1QQDcHkT1PD3B8xmRd5t3Kp6/GxpqSs4RJhaKnKRCJeHGoJwCKuF3e4ZPKJ2sZCeLgpvlhG1GakikuGNhHjDhZIIH+nwAfDdA5cRPoLhw2XHhZKHilKgXwwR0cZxeCMY6nCFsjLXUu1aEfu1HgmLRZ9gqI/Txn4I3a09vyAY3ka7ON0jJSomJMwuotGCXAjfjahUy3AqIhiC8VgsynEi1gJQjhHWEHERItuqXhyGuqPVlo8LfbnrkQIfUfDBh78lrmqCoQ1cElkmrxb40ipXDL2hqQIVWS/UlgutjDeCIRS7uqhdJNrgz+JiRaaoyDWKRFuvmpyofwOu2Eg12RB63GRS2q4elSwCQP38lP1+st1lrTh/3t2aYbG4TCuFhS6CoT652k0ifqshGia2i8ZqgzkF0VBfjIAeyajMdKV1gVRkxfCRjWsWf9m73Jeu/bLiqiYYWhDSVUcyfHBHRdaLi4GapOiRC3E+7YALYRTQBmgK4qEmISL8Qc9Soj1eG0ZgMLjHXOgtAfc5M/z94bJWeFuKiygtdVk3xEkFqRBuD6PR1RHql63YXj5jrHPoq3CRCHlZVs6lHSEiZNTxHVrLxaWKlfARC6+42j5i/vJ3uO++uWy4pggG4CMZ1wqqMrFWZTEY2mGl6iBNtYzaeiGMAoI4qImGnuWisNA1aAPwDOxUx16o58GQJMUQEBCgFGG5AFyWDLVe9vNT5r0ymcrlhJVCa7XQWjLUsRlqhiPIgDoWQ31CdQyG2l0izCqCfIigTrFdzeIEGREdonbDeLNciH161gs9a4aPWFxT8L27ry1ccwQD8JEMH9xJhNZyobU0qGMuHA73YE41udCzXKgHb+gFlQrLhToGA3DX52I0idqCIuIqhSyg6GqnrlcLq60W2iLYkiAYgOtkwhKhdpWIRolpSgHXCBRhBRF+IzUEaREXWVbmSQb0JjX5K4mCj4z8rXFF3tk+F8llxTVJMACXWdBHNK4sKoqfqEhGoKCgAMHBwZBlo5use1yFA2vWLEdu7u+44YZeSEqq69V6sXTpPHz33ReoVi0ODz74Evz9gz2GnFqtwOefz8e6da/Cbrejdeuh6NjxaV3LxYkTO7Fly+0oLf0DZnNtNGy4BkZjpNuwVGXpwIkTd6Ok5DvIciji4+ciNrYlAgKUAR8mk7K024EjRz7Dt99OgSSVoVOne9Cr10gEBSkyQUGAH8qAkhLk/f47hj/1FH47dQrNY2Mxt2dPGM+dUy5ELC0WOEpKMPLAAXx77hxCZRlz4uLQMjTUMxbDaMS0337DrJwc2EncUqMGZjZrpnS0sGSUx2QcKy7GrUuWILeoCPXj4vDRgw8iODzcnUWRgMmED7/4Ah9t3Ijw4GBMGTsWMTExun++w+HA0pUrkXfmDDK7dFFm5a3AipFfUIDw8HB4zCB5IaNPfKTjiuOKv6N9//9lwzXfs1eb//HPwFZZko1y5OXl4dtvv0VhYWGFciUlJZg1axZefPFF3eyHarzxxhvo1u1GDB48ENnZ2V7lVq9ehdq1E1C9egQ6dGiLgoIC5z611WHXrp2oWTMMyckRqFbND/36dYVDh4lYrVa0bFkL9947GM8+Oxbt29fDwoWzAHhaLh56aCCef34Ufvjhv/joozno0aMmCgsLnURAuDJWrpyBhQvvg8VSDLvdjtWrn8HHHz/kYbnIy/sVX37ZEhbLbzCZUlFUtB3bt9dFSYnVY4RJVlZrnD37Lkg/WK1ZOHy4Dc6e3eF0oYiyZ89iLF7cGydP7kZe3lEsWnQPli2b4DbjJ2w2FOTnI7l3b6zbsQN5xcV4Z+tWXDdrFhzCp6MqbXfvxsKCAhgAZFmtaHP0KLafOaM0TFg3Sksx6fBhPHHkCAIlCdX9/PDG0aO4Y8sW9/k1ysqQ+8cfqDdtGnZmZyMkIADr9+xB3ccfh007e6jDgYemT8etTz6Jz7/9FgtXrUJit244dvy4608p/5NKSkpQs0ULDPnXvzD22WdRt107vL1kie49tOaLL2CKjUVUSgoMkZEYOWaM1/vtlddfR/XERETGxuKm/v0rfEamTZuGLl274rY77sCpU6e8yjkcDrz//vuY9PzzznxBFcnu2bMHu3bt0r1/tajqM3yt4IqTCx8uL650trWLzoKXnu7MKPrYY48zI+N6Dhw4kPn5Z3Sz/zkc5LniYvbv14+NGzdmv759WVRYqC/ocHD/vn1s2bIlk5OT2eemm3i+pMSr7EfLljEpKYkxMTHsc9NNuhkYRfnXmDEMCwtjSEgI+/Xtq5vVUEmQWcTmzdNpNBrp7+/PO+64w+t1bdr0tTOroyzLfPDBB73Kjhgx0pktUpIkvvDCFF257OzfGBIS4pSVZZnLln2kK3vbbbcTACMiIpztzco67MyiKsr69V9RkiTGxdVg167daTQaGRsbx+JiO0tKyKIipRQWkiEhIQwNDeP8+e9zzJhHCIDDht3HvDwli6hIwNm79y2UJJlLl/6XR46UMS2tBSVJ4sGDpTx0SEn2uX8/uXbtfiXz7Z2PcMcO8sMP91KWDezYcQDXrVMSiy5fTi5ZQgYGhjM+Po1vvEFOn07WrdudBoM/H3uMvPdectgwcsAAMj7+dkqSka1aFTEtjaxV60cCYPXq7zIlhUxOJmvWJGNiDhMAAwNnMDKSjIkppSQFMTAwgy1akDfeSGZmknfdRZpM0QwLS+Ezz9g5fTpZr14nGo3+3LpVyfRqtZLMz+fwvn0pSxKPzphBzpzJjwcNIgB+2rWrUlFmJtmtG0+kpREAp4WGkrGxLA0LYxDANkYjGRenNDA5maxVixGyzOYBAWSDBmRaGm+JjKRRkpS6+vVTLvzeezmiUSPKksSTTz1FTpvG7x9+WMmCOWKE0oHLl5OrVrF01SoC4C0dO5Jbt/Lkf/9Lk78/2zZpomRiFdlYDx1ir86daZBlfr18OUsPH2bjBg1okGXaRUrZ8vSxfxw8SKPBwIT4eH60aBFvHziQADhz2jTlxikudpaZ06cTABvUr88bOnWiJEls3aqV+01ZnlU1s3dvAmBkZCQNBgNNJhN/z87WzXoqMp2KzKuPPfqo7sN2MjeXMTExzmcoPDycR48c0ZXd/csvjIqKctY7YMAAr++Qb7/5htHR0TQYDAwJCeGSxYu9yq77/HPGxsYyMDCQqamp/PXXw17fDcuXL2dycjJjYmKYmZmpm2lZlEWL3mWDBg1Yp05dTpgwwaucw0HOmzeP6enpbNWqFZcvX06Hg16F35w1ix07dGCvXr24+5dfnNsvWzbVZs3oTNX8Jwt82VQ9ylVvwcjIaIvp01/GoUNZ+Pjjj5GQUNPtq1jAarUiKTkZn65cieLiYqxavRpJycmwaudjhpIdtHFaGnbv3o2Q4GCsWbsWqfXq6X6BrFy5EgMHDYLNZkOdOnWwes0atNDJVAgAD40dizdmzcJ1112Htm3b4pNPP0WvXvpZStu2bYuff96J4cOHo0ePnli8eDFGjx7tIVdcXIxu3boiMDAQc+bMRWbmTZg5cyZmz57tIbtkyWK8/fYC3HXXUOza9Qvat++Ap59+Cjt37vSQzczsjbKyMhw4cBAlJeeRnJyMu+6600OusLAQS5cuwT333IfTp/ORk3MSsixj2LC7PGQnTfo3goKC8OuvJ7B69TosW/YJcnN/x7ZtW9ysFydP5qKoqAgzZy7AoEF3YPLkGWjYsDG+/PILjzr37/8FKSl10bFjVxiNRkyePAskcfDgbqeMwwFkZSnrd9/9JACgVq0GiIiIwcmTxwC4wgOUmItSVK+eCpa7WWJiGsPhsLllVVU+0s9BkgIgy8FwOAA/v4YAAJut0G1uK6s1BwAgy53K57bwhyxXg91e5Ba3odRbgujoJhDGxdTUjrDby5wxG7KsXNDJP/5AsNmMpOhowOHAzampAICjRUVu/qPfy+cd7+TnBzgc8CdRXZJQTLpnW7XbUUaihsGgdEZZGVICAuAQcnT5nPLPn4fZaESM2QwAaJmQAAA4VVjoNmXqsfKsnKP79gUAxERGom5SEnLz8jz+x71ZWWiYmooObdrA398fM559FnaHA0eOHXMzYX/57bew2e3YumEDBvTpg8VvvYVqUVH46JNPPOp8+bXXUCclBXt37sTGdevw+COPYMvWrR7P8bFjx7Bm7VqMHzcOf5w6heNHjsBut2P4iBEedY4ZMwZZWVn49JNP4LDb0b9fP0yfMQNHjhzxkL3hhhtQUFCATz/5BOs+/xylpaXo1LmzhxwAZFx/PaxWK96YORNDhw7F8uXLMW7cOA+53NxcdC7PFv3gv/6F2OrVcceQIfjhhx88ZHfs2IGevXpBkiT06tUL2dnZSEtrjGKdzHxr1qzBgAEDYLVaUadOHaxduxbNmzfXbeu8efMwbNhQ53v2+eefx4gRd+vKTpz4LO677z5kZ2fj0KFDGDBgAN5e8Jau7KhRo/DAmDHYvWcPNm7ciLQmTbB9+3Zd2UsK9cinP1N88MSVZjgXzTzT07lp09cEwDlz5tLhIH/99TBlWebtt9/uQY5feGEKAXDr1m10OMgdO34iAD733HMeLHrgwIE0Go08k5/v/AoAwNWrVnnINm7UiNHR0bTbbKTDwWkvvUQAzmPVJTw8nBkZGc71oXfdRYPBoEvmAXD8+Ced661bt2a1atU85FatWk0AzMo65NwWHR3NjIwMD9mBAwfSbDY71202OyVJ4qRJz3vIRkZG8oYbujjX33xzNgF4WFy2b1e+2r/55nvabKTNRqam1mNqaqqHBaN16zaMjo6mxUJaLOSOHbuVfl39X6f1oqiIzM09p3wZPvYMCwrI/Hw7q1WLYWpqfQ8LRtu2HenvH8CdO39nTg45aNBwAuAvv5zloUPkoUOKBePLL08QANu168nt2+2cNu1TAhJvuuk+rltHrlrlsmDUqtWSsmzg4MFzeeut79NgCGBYWArHjiVHjlQMBH37ks2aLScAhoV1ZY0ai+jnl0JAZmLiMSYmKsaB2FiyWrXzBPwoSTUZGLiRgYHjCIBRUY+zeXPFgtGzJzlkCBkV1Yyy7MfBg9dy7NitNJlCGB5endu3KxYMm41kXh7fePJJAuDDPXrw6MSJ7JCYSADce8stSkWZmeSNN7K0eXP6AYyXZW4MC+N4Pz8C4CMBAWS1akoDa9YkExPZxWSiBPCZyEjOqF6dfpLEuiaT0ri+fZULHzmSS3r0UCwTDRtyw4gRbBofTwng/hdfdLNg2D/7jLIss1nduiz7/nt+v3AhDbLMHtdfr1gv9u93WjBaN21Ks8nE07t2kTk5HNynDwGw9Phx15+dl8evPv1UsdT85z9kQQHP5+YyICCAPbt29bBgxMXGMr1ZM4obbuaMGUqdxcVuN+a6zz4jAB7OyqK4iRMTE9m0aVOPBzMjI4OxsbHO9SLly1XXimAymXjnkCHO9bEPPUSDweAhd/TIEeWaPvnEuS01NZV169TxkJ1RbpX5Iy+PdDhYZrU6LZxa2QEDBtDf358WSykdDvLAgYOKpWnRux7Pe1paGqOiopzP9/TpSl/l5p70kI2JiWFqaqpzvV+//l7fYwEBAWzXrr1zQ/169RgREaFrGQLAwYMGkYooecMAACAASURBVA4Hz5eUMCwsjNc1bHj5LRiqe+bPFPgsGB7lqqZdhw5lAQCGDx8OAKhVqxYiIiKQk/O7h2xOTg6MRiNatFCS3TVt2hRGoxG//57rIVtw5gyCg4MRHh4OAGjfvj0A4KSOX9ZisbgFmjVo0AAAcPbsWQ9Zh8OBYJHRCkBYeDhIfR+kJEkoKytzrpeV2SDppNYUbdy7dw8AxYd77tw5mExmD9no6GhYLBbn19bmzZtBEvHx8R6yUVFR+PHH7eUxCg785z/vwWg0egTUNWrUCLIsY/To+2CxWLBy5UpkZR1EkyZKcKBa/K67huH06dPo06cnXn11Brp06QCTyYS2ba93GyEZGBiINm2ux/Tpk9GhQ3PUrx+PvLxTmDjxJWd9YjlnzvuQJAnNm9dEamooli1biEGDhiMkJNTt3LGxNXHffRPw7befo0ULA8aN64uEhDp4+OHZzlhH8SHyxBMbEBGRiA8/HIUPPhgCkykMd9zxtUcfxcbegsTECTh7diNycobBZvsN1at/CKMx0U1Olk0IDl4J8hRKSrqgpGQaAgJ6IC5umrON4vp79vwvTKYIfPhhb7z2WiuQDkyZssE9uFWWMeb223FLx454dd06JD/3HL45fhwvduiABhERbp3uL8tYnZSE0w4Hupw9i6llZehqMGBGYKDHV9dn1aujib8/Jufn49GTJ1HDzw/fNm3qcd231a+PB5s3x4q9e3Hj229jV04O5txxB+rFxbmEJAmyLGP22LHYeegQ/DIykDF8OKLCw/HRK6+oOweQZSx+/XXY7XbENmuGkLp18eGqVbh/+HD4i7G75W3t0K4dkhIS0H/oULTs3BmxqakoKyvDy5MnuzdSlpHZsyd+/OknDBs5EpNffBGPP/UUasTFwV89gxmAli1aQJIk3Hr77bBarVi8ZAmOHz+Oli08E2MmJyfj1KlT2LVrFwDg+fLzpqWlecgGBARg588/O9e3bdvmcW4ACAkJAQAcPHjQua2goAABYv4Rt8tS+kFYXh0OB0jCoPMFbSsrg8FggLF8qHBUVBQAoLTU4iFrsZQiIiLCWX/Dht7fYxaLBSkpKc71Zs2awe5lApuysjK0bdPaud60aVNYLJ7nF9aQ/v37AwBMJhNSU1NxRscafcnhs2BcNlzRdO2SJDUE8AaAtgAKACwA8BzJSqdbatGiBT/44EPUrVsHnTp1xqpVqzBnzhw88cQ4PPfcc5gw4Vk3+fXr16N7927o168/pk6diqeffgrLly/HZ599hh49XG4KCcS8efMwavRo3HXnnRgyZAgeGjsWBw4cwLGjR1GzZk23eseNG4eXp0/H8OHD0bpVK4x74gmQRKHOg3nLLbfg408+wV133onwiAjMmjULaWlp2LHjJw/Zli1bYMeOHbjllltw+nQevv56Ex599DG8/PLLbnIOhwNJSYnIzc3F9de3w759e8uDOL9D27Zt3WQLCwsRH18DpaWlSExMxNGjRxEXF4djx457EIedO3eiVauWIAk/Pz9YLBa89NI0PP744x5tfeedt3HPPfc4yVJKSgp2797nfJmqLdJPPPE4Zs5URmeEh4dj9er/Ij3d5VIS7ym73YFRo4bhm2++gslkxqRJL6N375t1R5GcPn0KkyaNwx9/5KFnz34YNGgE6GWa7l9+2YFvvvkCNWoko1OnwbDbZbcYRjHstLQUKCjIQ2GhDSZTrDMt+7lziszZs67RJEradgscDpOba0S7tFodsNuzEBQUD5MpGOHhysgQ7TI01IGCgh8RGHgejRq1QVycP6KjgRo1gJgYIMByFsjJAfLycOynn7B3/360DA1FNUlS0rZbrcrSYlHSt1sscOTn44DFgniLBaHq1OvaeTAMBtgMBjj8/OAfEqKMGgkNVZYhIcpokpAQICAA1oAAnCgtRa3ERMj+/q5JPcS0o+XbDuTkYOV33yE6MhJ33nwzjAEBrpeyanKunFOn8OTUqSgoLMTAPn0wZNAg5U/WsEqL1Yp+Q4bglz17EBEejoVz56JFs2buL3lZhsPhQP9bb8Xqzz6Dw+FAYkICvtu8GTXVhLr8mNdnzsTDjz7qvIcbXXcdfv75Z4/nori4GEnJyThz5gzMZjNKSkrQv18/rFixwuO5eOONN/DgQw8hOjoaBoMBubm5+PfEiZg4caKHbFqTJti9ezfaXX89jh47hhMnTmD58uW4pVzhCuTl5aFmQgJMJhP63nwzNmzciJycHOz48Uc01ZDBL774Aj169kTTpk1x0003Yd68eThz5gx++y0H1apVc5N98skn8dJLUzFs2DC0bt0G48c/AZvNhrNnCz36oHPnzvjmm82YMeMVxMXFYfjwYYiIiEB29m8A3AM3ExITcebMGaxZvRqFRUUYOHAg6tWrh10q4iVgMpsRExOD7du2YevWrbi5b1907doV6z7/HC1atrw86drT07n9++8vSV2SyVRpuvaL1XmSJIUBeA1AXyj+0zUAHiT5h0buZgCTAdQFcLi87g8vpq5LgStGMCRJigCwB8BeAC8BqA1gBoBXST5T2fEtWrTgtm3bMWXKC3jmGZd4p06d8eWXX+oe8/jjj2PGjOnO9YceGotXX31VV3bkyJF45523AQAGgwELFy7CkCFDdKOeBw4ahOXLlwMAIiIisOmrr9A4rYmHnMPhQK9ePbFx40aQRFpaGjZv/sbNqiFgtVrRvXt3bN26pTymYTjeeOMN3bYWFxcjMzMTe/bsRmhoKN56awFuKPfTapGXl4c77xyCEydO4LrrrsO7774Hk/hK1ODYsWOYPHkyzp07h6FDh6J79+66cgCQnZ2N9evXIy4uFjfe2N3jpVTRcFX1PvVEVZXJe1sKw486ZkI9UkQ98ZV6Ui11UWdJtViU4ali9KeaYIiJt0pKXFNSuGI09IlGcLCie8PDlWVkpD7RiIxUdHtUFBAdDcTGKgTDbD0L5OYCp08DJ04oJCIvT2lEOaHQXQqGpDfRlpp0iJwjZrNCGIKDFYIRFqbsCwpStoeGKuvigvz8XATDZHIlTRHTj2rPp/76ExNyqXOdVGWpht6+qsiX49ixY9iwcSOSa9VCly5dPOXLYbFY8NRTT+FEdja6d+uGkSNHepVdvGQJXn31VTjsdowaPRr33nOPrpzNZkO//v2xZcsWmEwmvDxtGgYPHqwru2vXLmTedBNOnTqF0NBQLFq4EL169dKVnTVrFh4fNw6lpaUIDw/HqpUr0a5dO13ZQYMHY/ny5SCJiIgIbNz4pQdpAYBSy3k0bdoUB8otLpGRkdi6ZYsyrFiDrKwstGjZ0jliLSYmBnt27/YgOIASB9JPNdInISEB+/ftQ2Bg4DVBMP6MzpMkaR2AegAeA+AoP/4kyfYqmXYANgGYDeATAL0APAqgB8n/XkhdlwpXkmA8CWAcgCSSheXbxgH4N4BYsc0bBMEAlBfDd999i9TUek4XiDfk5eXh559/RuPGjd3H4+vAarXixIkTqFWrludYew0cDgdsNpuuCfSfiAud/0Id7AjoEwy1nN6xajIBuFsu9BS9Nv+ImmyIEZdivgu1xaKsTCEcItWHzeZOMCoiF3oEIyLCk2CYzcr2kBCFVERGKsvoaCBYOue0YCA7W7FWnD5dOcEQjEhMqKWdaEuQDDHnRVCQsq4lEsKiIQiH2G4yeRINQVbUuUw0lgs3gqFncq4KuahMTntMFQjHPxVWq7VK77GCggKUlJSgRo0aFcrZbDb8+OOPCAgIQFpaWoXv0vz8fGzYsAFRUVHo3LmzU/ayEoz//e+S1CX5+1dGMC5K50mS1BbA9wA6ktxcvq0VgC0AupLcUL7tCwB+JG9QHfsZgFCS7S6krkuFKznRVk8AX2g69QMobKojgNVVrSgpKQlJSUlVkq1WrVqFXydq+Pv767JyPciy7CMXKoh5jirapicjIEmes0uTnnMu6Z0XUPaJuArtpJHqOtX6zGBwz0quPsZgcE1OqW2nXl3adupdu3opziGW6mzo6msiAUjwbKSwDIiirVBcgLYB6uAXvRe/+gL1Zj305oP25p+uaN1bPRUtgcony/KRiwtCVd9j4eHhzhiwimA0GtG6detK5QDFGjJIuMb+Cvy1M3lerM7rCcXCsFlsILlVkqQj5fs2SJIUAKAzgAc1x34AYKEkSWEkz1alrj91hRpcyaeqPoD96g0kjwMoKd/nw1WOi3mPq/WdNqZVm1/LW5yV+rc6eFNPRpb1ZbTbtG2vSC9W9iGt/mhXcwPxW71Uv/+cBEX79a9XtBWpL0wL9YnE0jkm1ssFavdLkssCop56XCuj1xHeOtTbH1ARYajsBvORCx+uHC5W53kcV459quNqA/DTkdsHRc+nXkBdlwxX8smKgBLkosWZ8n0+XAOo6rtb70teDbFNktyJhvZY7Ue9+F1R/WodrNav6jrV+/VyglVERrRt8KZLte3X4wduVpuqMCy9/erO1EKYT7Sy6n3ahqrbo2Zm6s4Rx1elver6vF3DxRCJPyPnw7WLysh6VUvluFidV5XjxFIrd0az/y/Vu1c6F4mep13ysh2SJN0L4F4ASExM1BPx4SqAWlF6KM1yVEQy7HaXC0Ucr/7K124TycPU7wA9q4XQieokY3o6WLuvMj2v5yq60PeWW/srernpKWXByrQWBPWFqImF1jej7QTtsepj9EiEXmdpO0Ov7dpteuevDHrH+eCDCpcwnUQ1SZLUM4PNJznf43Se8KrzLuI47bqks/1i23DBuJIE4wwAPQdeGPQZFsr/rPmAEuR5+Zrmw6WENxKh3V+ZnIAgAVqSoVeX0G3qoFGhZ0S8BeCdcAh5tR5WD/n39pHtrU1aWbXuF6VSwlHRTr0K1bEZ5cnKnB2pvhAtsdD+SUJG3Ujtfj1CIc7lTV7bkXqdq91XEaoq7yMcPlxa5FUyTPWCdZ7quGid7eGq486otmlloJGrrK5Lhiv5hO2HxucjSVICgCDo+4h8uEqgN5RX+y6/EF2hp/S1Vv6KdFVFOlEs9dwk6vNo26t2leh94Fekf9Xb9GIy9UIVPNqgJRRqBqQX8KmtSH0SrfIXjahKAJw3UqKN0dDrCG9/WFX26XVoRajCDfhPSozogwvqkWZ/plQBF6vzPI4rhzqe4lcAZTpy9aEMRRWzuFWlrkuGK0kwPgfQXZKkENW2wQDOA/CcNtGHKwYJrFLWQ7VcVUiGHqqiO6pKMtRFL6ZCT05NNrSkRE+XasmJV6uDSl495YQoIi5SHfDpzTjhfJupCUVFDVGfTB1Hoe4AvSBPAS1D03OhqC9Me3HaTvfW8Xp/jt5S74a4EMJRAblg+V1cGaoq58PfG+oJ+f4CgnGxOu9zALHl81wAACRJagEgpXwfSJYC+ArAQM2xgwH8UD6CpEp1XUpcSYIxF0ApgI8lSbqxPL7i3wBeqWwODB/+OqiJgjeS4Y2AVEZKqvrxKWT1dE9FJEN7Du0+vVEq3nSUt8EX3tpXlfN7IyBaWQ+Lina8a0UWAXUleqYWLdnQi8XQg9YFUhG8mWS0x3vrCL1rutCbpwLoEYWKCIR6u49kXP34CwlGlXSeJEmHJEl6W6yT/AHAFwDekySpvyRJfQEsBvCtZt6K5wF0kiTpNUmSOkmSNA3KZFuTLqKuS4IrRjBIngHQBYAByvjf5wC8CsBzHl0fLikk5+vTu2WiKqShKpYN7f7KrBLq9cqUtjeSoXe81iKhp6+0BgDth7q6HvU5vVktvBXxka8XJqHXXqHzhZXD7Y2md3HqoE0xfFTPdaK+SG9BntpG6HWIkK+qBcNbx+jJ6S0v5CbRQrO9MoKgJRoXQ0bUxYd/Li5A5xnLZdS4FYqV4x0A7wH4EUA/Tf3fAhgA4EYoJKIPgNvVs3hWta5LhSs6ioTkXgA3XMk2/NPgjTSIl19VXSGXCrLsORFWxXDAZnPAaDS6BXOqAz/FNofDhkOHslCjRi3d6dANBpSnT1fq/eWXLcjLO42GDTtBll3J0tTBnYLEFBZm4cSJz0DGISZmAADZq850OBw4f34dHI7TMJu7AqjhPL86TEKcq7AwG1lZ29CoURrCwmo7dbirC1yfSyUWC77euRMh584hIy4Osja2QjXBlsPhwPrSUuTY7ejq74+aYvZMrVukvOF7ioqw/swZJEREoF+tWu5fI9phPrKMHVlZOHHmDNq3aIFI9VTQepN5yTKOnTiBoNBQVIuOdu2rgFzYbDYY/f29fy7q3UAXYumoAFV1mwCu58MbGbmUz48Pfw7CRfLXna9ynUcyWWdbAYDh5aWiYz8F8GklMlWq61Lgilkw/ukQU4tXBTk5OTh+/HilclarFevWfY7Vq1ehpKTEbZ/W2pCXl4cXpkzBsxMnIisrq0JrxJEjR3Dbbbch86absHjJkgrbsHv3bqSnpyO5Vi307dsXVqvVqxVj7949SE5ORFCQP6Kjw7F06WKP+oTOsVhK0Lx5Gvz9DQgM9EPDhqkoLCxwq09tVViwYBZiYgLQpk1DJCaa8dRTD3p8hIsPdJvNin796uK++zLw9NM3Y8CAKGzf/plb3Wo9tWfPbKxaVQ8//TQWO3cOxubNyXA4LF4IhgW//VYLf/zRG2fODENOTgIKC5fqxmD4+QFff/0UpkxJwNtv98fDD9fB9Om3e1g/hAVj288/I2rAAPSaMgXtX38d8S+8gIKyMldlqgOtsox6hw6hx+nTuDs/H4m5uXi7qMjTYlH+e+rx42j0ww94eP9+DPjhBzRYswY27TCX8t8OAM0ffhjpDzyAvs88g+hevfDemjUuGfUfKcvYk5WFsNq1kZyejui6ddGwdWtYxVhinU5/4aWXYDSb4RcYCFNQED786COvlovCwkK0aNMGAcHBCAoPxyOPPeZ545WDkLBkyWI0aNAAderUxvjxT3i9rwHlmRk6dCh69eqJWbNmeZUjJNgdxIIFCzBu3Dh88cUXHvu15GP37t1YsvQDHD5ytMI2AEoulD179lT5/VFVuX8q/kIXyT8PVzpf/MWW9PR0Ohykw0F+8cV/WatWLVarVo0dO3ZiYWGRc5+2zJkzl9HR0QwODmZGRkaFso899jiDgoIYEBDA9PR0r7I2m539+vWn0WikLMu87rpGzM8/oytrsZQyPT2dUMYcMyUlhadOndaVzc8/w4SEBKdsdHQ0jx8/oSt79OgxhoWFOWUDAwO5a9cvuhe2f98+mkwmAqAkSZRlmZ9+8omu7C+7dtFoNNJoNDIkJIQA+Mgjj+jKHjxwgEajkUFBQUxLS6Msy0xJSaHdZtO5trM0m80MCQnhPffcx9q16xAA16//ilYrabO5l4yM6ynLMidMmMjJk6fQaDSycePGtFpJi0UpJSVK2bZtLyVJYrNm6Vyz5iv27TuQAPjmm0t44gR5+DB56BC5fz/5yy9khw6ZlCSZL7zwAZcvP8bo6Jr08wvgsmXkO++Qs2eTU6eSkyaRY8eWEpAZFZXOwYPL2KbNBgIyo6P7s1MnMiODbNWKbN6cTEsjg4Iyy/evZWJiEf38UgkY2aqVnT16kH37ksOGkffeSw4Z8j8CYMOGmZw69SR79PgXAfDZZxfx4EEyL0/pCxYWkocPMyI0lJEhIdz7+uv8bMwYGmWZrePjyfHjyVGjlIr79iV79ODgqChKAJfHxPBcYiIb+/lRBliamko2akQ2a6Y0vG1bnszIoASwY0QE7ZmZ/LhdO0oARzRsSD72mNIRU6cqHbNgAUfecAMBcO7Ysfz9009ZPzmZsizz/P/+p3Tw/v1Khx8+TGZns1pkJIODgrhy8WK+9uKLlGWZ3bt0IYuLXX9i+Z+6duVKAmCH9u25YP581q1Th7Is89CBA543idXKunXq0GAwcOidd7JTx44EwH8/+6yyX3MTLliwgABYo0YN1qtXnwB466236T5fOTm/02w202AwOJ+zgQMHen0fiPpkWSYA3n33CK/vmZv79HE+twD4xBPj9QUdDv5rzBinnCzLfGPmTK+y/544kQaDgQBoMpm8PuN0ODj95ZdpMpkoSRKjo6O5betWr7JvzJzJ0NBQ+vv7s27dujxx/LhX2dlvvslq1aoxODiY12dk8FxxsVfZuXPmsGbNmoyJieGtgwfTrvrP0tPTeTn0SLNm6Swu5iUpALZfab34dytXvAEXWwTB+OabbylJEmNiYtixYycaDAYmJCTQZrN73MPvv/8+ATA1tR4zMzNpMBiYkpKie78/99xzBMB27dpzyJA7aTAYmJqaqis7bNgwAuDgwbfyoYfG0mAwsH79+rqyN97YlZIk8YknxnPKlBfp5+fHevX0ZZs1a06j0cgFCxZw6dIPGBAQoNteOhysl5pKk8nErVu2cO+ePQwNDWVsbKzug1y3Th0GBwfzt+xsni8pYVJSEoOCgnRl09LSGBwczLMFBaTDwZv79KEkSW4PvyiZmZn09/dnUUEBabPx4xUrCIAbN2wgHQ438ffe+w8B8Ndfj5brBjvNZjP79LnZQ284HKTZbHZ7oY8aNZpGo5FWKz1IxqRJLxIACwrsLCwk8/NJszmQvXvfwpwc8uhRRdcdPEju3UtWr16TDRqkc/t28vvvyUmTlhMAFyw4yUWLyLlzyenTyeefJ++660cCYO/e/+OQIeSAAWRwcD0GBqayWzeyUyeyXTsXyfDzS2JAQBrr1CFTU8maNdcRAFu2PMw+fchBgxRyMWYM2aHDvwlIfOMNcsECcvlyMiDAzG7dBvPQIbKggIKdkQcPEgCnjxypCC5YwB4NGjAsIIB85hmlwnvvVU7Qpw9TzWbWM5nI+vXJ1FT+Lz6eAPhjnTouctGuHdmpE9c2a0YAPNatm3KBQ4YwITCQzaOjyXHjlI6YPl3pmEWLeF1CAlNiY8lNm8jvv+fPS5YQAL99912lgw8eVDr86FHas7MJgK8+/7xyHYWF7Ny+PaMiIz3IBa1WDh44kCaTyXnjnC8pIQC+NHWq0ObOUir2TZni3NagQQMmJiZ63KsOBxkXF+d8nmw28rbbbqcsy7rPYrdu3ejn5+ck+GPGKOQvO/s3D9lHH32MALhixcd0OMh7772PALh9+48esm++OZsAOH78kywsLOJNNylkY+vWbc5nW5QPli4lAA4YMIBfb9rE9PR0SpLE3b94fkgsX67cwzd07sy35s9nUlISDQaDLhkQsi1btuQzTz/NiIgImkwm5zOvLh9+8AEBsHGjRhw+fDhNJhMjIiJYZrV6yL67aBEBsH79+s73be3atb2SCwCsXbs227ZtSwDs2KHDX0IwCgt5SYqPYHiWq95F8swzzyAwMBDZ2b/hq6++wrJlH+HEiRPYtm2bh+zUqS8hNjYW+/fvx6pVqzF79mwcPnwYOTk5HrILFixA/fr1sXnzZrz33nt44YUpOHjwIKxWq4fs6tWrkZGRgaVLl+LVV1/F+PFPYv9+/SHF//vfD+jduzdefPFFjB8/Hg8++BCysg7qyu7btxe33DIAd989AoMHD8aoUaNx7NgxXdljx4+jf//+aNmyJRo0aID77r0Xp06d0pX9PTcXXW64ATVq1IDJZMI999yDc+fO6crm5eWhQYMGCA0NBQAMGTIEJFFQ4DknS1FhIUJCQpzp5zt27AgAOHnypIesw4tN0eHQd6cYDAb89pvrfzpx4jgMBoOuVT0mpjoAYNu2HwAAp0/norTUgvDwCKeMWj4kJBwnThyCxaK4Ob7/Xsk5FBoa6WaJNxiAyMg6AICDB+fCaATKynJRUnIUJlOsM0Gpe6kGq/UQgEIYjUBRkeJiCgmJ95j/KjIyEQBx4MDnMBqB7Ow9KC21ICamhqvNKpuswWDA+h07AIcDDgC7cnIQLLKY+vm5Kvf3R0xAAI6VliJflgF/f7xb/n+nmM0u2fJGNyj/r18/cgQwGnHs/Hn8fv48aoSEeLpUZBlRISHIyc9HYUkJIMv4cP16AECtmjU9gjdlWYYkSdi+a5dz3+Fjx1wxMpo/NDAoCGVlZc777ddffy3vvxB3eRUk1TZJkkDqu/5KS0uRlJTsXG/SpCkcDofuvZmT8ztq1qyJmjVrAgAeeOCB8vvA89nduXMnIiIi0K+fEjc3e/ZsAMD/dLJ2rl+/HkFBQZgyZQqCg4OxcuVK53YtPlq+HIGBgfho2TJ06NABW7dsAUmsXu2ZI+u9d99FUFAQNm7ciJEjR2Lvnj2w2+1YtWqVh+y8uXMRGhqKrVu24Pnnn8dPO3bAYrFg3bp1HrKvvvYaIiMjsWvXLrzz9ttYs3o1zpw5gx9//NFD9qVp0xAXF4d9e/di9apVeGPmTPz666/Iy8vzkH1hyhSkpKTgUFYWvv/uOzw8diy+3rzZ63viUoF/7TDVfxyueoJhsZxHUFAQjOUBaw0bNgQAXQVos5XBbDY714UiOn/+vG7d6rTChnIHv94NL8sySkpcdRQVFULyMse00WhEbm6uc/348WPwlr44ICAABw64iMquXbuc1wm4x1UEBgZiy5YtzvZ9+dVXCAgI0K03KioKm7/5BoWFhXA4HFiyZIluECQA1K9XDz/99BO+++47lJSU4Kmnn4afnx8iIyM9ZPv164c//vgDw+6+G5+vW4dWrVvDYDDoZq/t27cvzGYzmjVLw5gx96NRowY4f/48HnroIQCe7vVRo0bj+++/Q+PGjdG8eTOsXbsWd9wxRLfNt99+J6pXj0WPHh3RunUjpKUlw8/PH88++6Jz9IaaOLzwwjsoKSlCly4R6NWrOtatexfduw9FcLDRmYXcz0+kUg9FWtoIZGUtwuLFoVi1qiYkSUKHDv9BeLiSXj08XMlkHh4ONGr0HwBW/PprNRw4EImzZ99DQsIIREb6IypKkQkPV1Kzd+o0FFFRtTBrVm88/HA8HnkkDcHBYRg7drIzE7ozl7zVikcHD8YXO3YgZuRIhD7wAH4/exZzhwxxVRgVBXGS99q0gQNA9X37ELV/P+YUFOC2atUQrm5EAGbZawAAIABJREFU+QXUiovDLQkJeCUrC2ErViBlxQoEGI1YeNNNSieoO8TfH++MHQu73Y7oPn0Q17s3pixciB7XX48acXG6o0Vu698fiz/6CHWbN0f12rVx7PhxvDR5su5/OXHCBEiShMSkJHTs2BHpLVogLCwMw4er4tPK6/X390ed2rXx5NNP4+6RI9Gla1fs3bsXdw8bplt3q1atsGnTV5g2bRo+/PBDTJr0HGJjY3Wfx2bNmuHo0aNYuXIlbDYbhg8fBkmS0Lx5cw/ZevVSUVBQgM2bNwMAnn12grMOLeLj41FSUoI9e/YAAD7+eAUAOLM4q+M1IiMjYbFYnB9EP/ygEOjomBiPegMDA1FaWori4mIALiIkPhTUMPr5wWazOd8dZ84ok0KaVO9KAZJu/eNXPjOsXpyHzWZze99GlwfzauPDAKCsrAxRUVHO9ZSUFK/1+nAV4UqbUC62CBfJ66/PJAD27dvPGV8REBDA4uJzHpa4F16YQgDMzMzks89OZGBgICMiInRNok8//YxiYryhC0eMGEmj0ejVnTJ+/JMEwDZt2rB3796UJIkZGRm6shMmTCj3szd0xmIMGjRYV/bll6cTAOPj45mUlEQAfOyxx91cI6II909wcLDTRzxj+nRdc+S2rVud8SJGo5GSJPGdt9/WlT1bUMCYmBg3v+8HS5fqytLh4NC77nLKGo1GfrRsmZtZWl127vyF8fHxNBqNDA0N5cKF7+q5yp3l2WcnMj4+nnFxcRw79mE3C7naVVJSQublnWOPHr2YnJzCNm2u5549x5iXR546RebkkMeP0xmLsXcvuWLFz2zTpivT0tryoYemc9Mmct06xfvwn/8o4QavvaaEHzzzDNm16wLWqpXJ+vWHcujQkxw5Ugl5uO02xSvRty+ZmUl260a2aXOYUVH9GR7ehfXqzRZeB44eTT78sFLntGnk/Pnk/Pll7NRpBOvUacn27Qfyiy+KePAgmZurir84fpzcsYPctInzHniAGfXqsfN11/GrCRPIRYuUiqZNUyp++GHFXTJkCE/06sUB1avzhvBwvpaSQnburDQwM1Np8KBBygUMG0YOH84327dnZnIyR153Hc+MHq1c+KRJSkfMnq10zPLl5Lp1PLx0KXtmZLB148acOGqU0ql797piL44fVzr+1CkyL49PPfYYU+vUYePrruPyJUvc3SPizyz/c3/ZtYsNGjRgdHQ0W7ZsyZO5uV5vkrP5+WzWtCn9/PxoNps59sEHdeMvHA4lHqpRo8bO+zUiIoIHDhzUrdpqLWOdOnWdspIk8ZVXXvUqG1/ughKxTn363KwrW1x8juHh4ZRlmdWrV3e6FLRydDh4+tQpmkwmBgQEsGHDhjQYDIyNjdV1T+zft48Gg4Hh4eHs2KED/f39GRERwVKLxUP2602bKEkSExMTObDcJRUWFsbzJSUesuI9k968Oe+//36azWaGh4frtkG4mfvcdBMnTJhAs9nMyMhI3f/trjvvJADef//9fPWVV2g2m91cvJfLRdK0aTrz83lJCnwuEo8ikVfnkKkWLVpw2zYlr8yYMQ9g7ty5cDgcCAkJwdq1n6Fdu3a6x40Z8wDmz58Pu92OGjVqYNOmr51fC1o8+OCDWLDgLdjtdjRo0ACbNn2N8HC9qeSBcePG4a23lHrbtWuHVatWu1kb1Jg8eTLmzZsLu92Ovn37OU2oenjrrfl4/fWZcDjsGDFiJB599FHnPu3ojPXr12PatGmw2Wx44IEHMGDAAK/1HjlyBK+88gosFgtGjhyJ1q1be5W12WxYsWIF8vPz0bt370oTzVktFvz+++9ISEpy+9rRRs7rJQHzBr0RLqI+UY/aVKnO/eFwKENMy8qU3zabsrRaXevq4202oLhYMRToLUtLlfocDqVO0rXNalWOt1qVfeK8drvLYxEernz8h4QAZrNrPTzcNVLEYFD2BwcD1aqVW0WC7UBBgVLy8oDCQuVkdru7rddmU2QsFmVptbrWCws9GyRGnfj7Kyf391e2BwS4T8AhZENDlQYHB3suhW9IQAyX8fd3XZx6Xf0nadwp6ptCb8hnpcM9tROS6dw7gDLypLi4pNx6UVF1DqxevRonTpxA9+7dUbduXa+yNpsNkydPxpEjR3DDDTdg6NChXmWLi4tx77334tixo2jePB2vv/66rhVFApGdnY3bbrsNOb//jvr16+OjZcsQGBioW+/27dtxx5AhyM/PR0pKCtauWYNq6uHDKqz4+GPcf//9KC4uRlJSEv77xRdOd5AWM2bMwMR//xulpaVISEjAV19+iaSkJF3Z0aNHY8Hbbzvft99s3oxatWp5yDkcDvTo0QPrNyhzPcXFxeGH77931tuiZUts3779kk8k0rRpC27cuL1ywSqgWjXpR1aci+Qfh2uCYAjYbDavSv1aw996LL2XiS0qIhgXSi7U9alJhbZe9bogFGpioSYYgGubllgUFirHFRcrMuIYIW+xuOpWEwyhy/UIRliYosPDwxV9GxrqmoDLzw8IDFR0dnS0IhviX+oiGAUFrsYIBgUoREPNkAoKFPZz9mzVCIYsK40TJEBNGMTv4GBXg7UEwzmWFq5j9IiFv7/+H+9lqGpF81B4fRaqSDDUopdo2ozLgr/1M38J4XA4PAiWj2BcnbimtLGPXFxdqOxlXpVZQgkJslw1siK2G42KDlan0FDrM4dD0X9iabe79GFgoEufC6OBzabsF8RCEBB1EZOBCcuE2ayQBmG5MBqVukUbjEZXuIOI24TV6iriQkSD1exKTRQAhViQrnXBeMSJBKsJCHBZMNRLMZ+FCO7093cFkorfoqgJhrBKqCfx0M5fUdFNoEMu1IYOAa+TV/2d2cJF4J8ySZe3mLTLBV+A5uXDP0Mj+/DX40++JC7mq7QiouFwuOf0EBZ/8SEPuJaCDAjdK/Soui51KStT6hOkRRAYUQQZUVsmzGZlKYJI1YYCrS527iuxuU6qHs2hJRiApzXCalUaEBjo8usI0qAe9iJcI+LCNRN2eRAM9XFqa0VFLg+935UwxMqUwD9F+fpwaSE+Eny4PPARDB8uPf4EuagSsdDIq60Y6lNrmyEIhVa/adcdDkXHks5Rnk6CISwbojnC2yAsF2K/nhtG6GFhuQgNVeSFZ0G0QxARtR43wO5uDpFlpZGiMWoXCeBS8urGiIuw210N8ua+UMdilI8UcGukaJzoIEFKRNESHp3RJB5DhdSowDXizZ1xIdPdezmdDz74cAnhIxhXGa7Vr7QKr8vbJ4aGUWhJhqhTliXnfsCli9UWA/XS4XDpSUE0hJVBrceFnLB42O0u64XYbtMYHYQrJCBAsWIIvaxOoKa2WghDgtP/IhquNaNoLQGCSQUGKhWXlrrMLGqSoiYY4oTqIE/1fjH0Wmve8Zz8o8oEw0kK9II9L+zvd+LPEI2/O3yWmksPnwXj8sFHMK4iXIsvlgsaCVBBHUKpyLJnnRIIWXa3cniQEVXKDJtN0ZuCKHhzjwAuXS10qjoGQ00whCtGxEiKUSTawRTqOBFhJFDcI1ZXZKkwk4hYCnXDxG91YKYIJPHzc/frqLOgiqUkKcxHll0uEjUT07NiqImJOqBFb0iPqh5Ccu7yIBqoOLBT/X94sz5cq0TDRzIuLXwE4/LBRzB8uCK4aGKh9dWXaxi3+nSOlWQZsiy5DXBQV6M+VLgo7HZXCIM6blEs1QTCm+VChDuoLRhBQYoOF1YRLbnQWjAMsLvvEA1QB5LoKXVxjCwrrMZgcCcmwioh4izUrhJBGLQBIeo61fEYaqKhZ8EQKK9LkAvPv1R/dEdFIRqVjQC5VomGDz783eEjGFcBrqUXY5WuRY9cVPSZIZStWkZX3qBrLVAvRVJPES8hdKza86AODFN7G9SWDG38hdgnyy7LhdM6AZcFBXBZOpyxH1oziWio2j2ibqCoRMRjCFeJ8PGIRmmtF2rSIMue7EoQEm++HDUh0TIDDQtQG1wE1Jeh/TvV8EYoKrJmANcW0biWruVKwhfkeXnhIxg+/GW45ORCG3tQCcGQjYpiFC4PD6uHA/AzKl/XwgshDARCV1fmItGSCj2CIaaRUFsvAO8WDOfJxFhYNanQNkjvk19UJII91QRDj2SIpR7B0LNkqNwjlA3lpy7PEyMbPPsagMNW9Rf7hcRgVGbNAKrmerla4HOX/Hn4CMblg49g/I3xj3pxVMUlUpVj9X6XK2NdN4rOF7ZkNMJolLyGE6iNBWqjgh7BEMNURQyGn58SOynSxOgRDMB91CdsDndlriUW6qJtsPgt4ivEMFVhotEOL9W6StTropFefDqUDc7r1u4G3ANt9Qwb3n5XBG9Wi8qsGdcSfCTDh78r/iGP4NWHq/2FYbFYsG/fvoqTFZUrxU1ffolJzz+PTz791GOfFu+//z5u7tcPdw0bhuwTJypUtis+/hgt27VD89atMWv2bPeJqjQla+9etMzIQFLt2ujerRvstiKEhsKtBAcry6AgBx59dCiuvz4ZPXs2xs8/f4nQUMX1oT0mPBzYteszjBrVHEOHNsS77z4Ls9lzfioxHNVut2Ds2NvQo0dTDB3aH8XFhS4BkfFMVeYsXoyWN92EjFtuwZpvvtGvuLzs++03ZIwahfp33omh06fDITKzaRsdGgqryYRbHnwQye3bo2mPHtieleXZEaoye+EipKamol69OnjuuedgtSoDV0pLXd0sBsIcO5aDnj27olmzRhg27A6Ultoq5EyvvfYabr45E6NG3YvCwmKP20J9qxw5cgTTpk3D7NmznbIVcdRTp04hOzv7Au7svyeuJavMXwn1DPt/tviggyudDOVii0h2pi42m502m91rsix1KSg4q5sQTa/OHTt+4r59+yutu6DgLJct+4irVq2mxVJaoeyRI0f5wgtT+PLL05mX94dHYiNtcrJhw4Zx+PDh/GXXrgobvHLlSrZv144ZGRl8//33K5SdO2cOExMTGRsby2HDhtFeQaYxkazIaDSydu3aPHH8uFfZ0aNGuSVHmzdvnl7HkjabMzmaJEkEwLZt2rhnL1NlMfvX/fc7E7oZDAb6+/vz0J49rgxnohQX8505cwiAkRERjIuNJQCOe+QR534WFyuJwwoLeWLPHvr7+9NsNrNp48Y0GAysHhPDspISZ6IsdbNbtWpNAGzUqDEjIiIpSRJXrfqKeXlKUjKRTO3oUXLOnI8JgGFhkUxISCEA3nzz7Txxgs6SkyOOKWP16nGUJJk1ayaVJ6uK4PniYvdMbuVtHz92LAGwenQ0w0NDCYDvv/mmq8KcHDI7m8zO5sFvvqHRYKDZZGJqrVqUADauV488fFhpqEhGlptL5uWxXp06lCSJTRo3ZmhICGVZ5s87drglDhP9MWXKSwTAhIQk1q6tJAQbMWI0CwqcXcyiIqUcP36aJpOZfn5+TE5OoSRJTE5O4dmzdhYVuf+NFgvZo0cvAmBISCglSWJISChPnTrrlhNNlOXLP6Ysy857Lzg4mEePnnAmxNM+q7Vq1XLKRkVF8ciRo14fl0cffYwmk4lGo5GpqanMyfndq+zmzd+wbt26jImJYadOnVlYWORVNj//DPv168/09HTeffcIWq1lFb6LJk+ezEGDBnPq1Jd0ZdQra9es4TNPP82PV6yo9IW4f98+vrtoEX/eubNS2aLCQn7/3Xc8k59fqazdZuPJ3NwK3y1aeb3tlyvZWaNG6Tx0iJekwJfszKNc8QZcbFETjIKCs6xfv77zZZGenu5VwWdn/8a4uDinbP369b0SjT179jIkJMQpm5CQwIKCs7qyP/zwPwYEBDhlIyMjvb6EPv98HQ0Gg1PWZDJxz569Hi8IOhz8aNkySpJEPz8/ZwbUdZ9/rvsQvvP22+XKLIyRkZEEwJemTtWVnf3mmwTAlJQUZ1bXHj166Mq+OWsWAbDd9ddzzAMP0GQyMSoqSvdlsGjhQgLgbbfeyq++/JJNmjShJEk8lJXlSn1aXr7+8kslg+Lo0aTNxrnlbXppyhQPclFaWEgAHNC/P2mx8I/sbJrNZrZMT3cnDeXKNzoqinVr1yYLCsiCAt7YqRP9/Pzc0x/m5ZF5ebxr0CAaDAb+sW8feeoUv12zhgD4n7lzFTmVpvzj+HEC4OSJE0mLhXaLheFhYWzatCltNhcHKCxUDktISGJsbA3m5NiZm0sOGHAnJUniqVN0lvJmcMqU1wiAa9d+w4ICcsuWXxRiNO5JJZOq0OjlfeLn58cunTqRhYW05+czJSmJMdWquV2bSCHbvXNnBvj7s+jQITI3l2/NmEEA3LZhg+v6yrX6j1u3EgAXLnyXVitZUHCeJpOZHTvewKIiF2koKFBOFRYWzkaNmjivp0uXXvTz83O7NtHlgwffRVmWuW/fbywoID/4YDUBcPHij92ISFERuWXLzwTA8eMnsKSE3LVrPw0GAwcMGEyLhR4kw2QyMzm5FouLz3PfvoM0mUxs0qSJ9rYrJ4mtaDAYOG/ePH7wwYc0mUxMSkrSfV6nTHmRANipU2c+8MAY+vv7s0aNGrqy27f/SFmWGRkZyYyM62kwGFizZk3dj5PCwiKGhobSYDAwPj6ekiSxTp06urI2m50NGzYkAJrNZgJg06bNvJKMzMxMN+LeuVMnr0r9/nLiLsrAgQO9yv574kQ32X+NGeNV9rVXX3USPlmWOXnyZK+yCxYsoL+/PwEwICDAI7uzj2BcneWKN+Bii5pgNGnShAaDgRMmTOBjjz1OSZLYsWMn3Xu5Vq1aDAgI4Pz5b3Hq1JcoyzLbt++gKxsbG8vg4GCuX7+B77//Pg0GA9u0aaMrGxkZycjISB49esxJNtLS0nRlQ0NDGR8fz8LCImZn/8bg4GDWrl1b98ELDQ1lSkoKy6xWni8pYY0aNRgdHa0rGxERwdTUVKfib9WqFc1ms65sfHw869ap41wfdd99lCRJV7Zx48aMj493rn+8YgUBcP++fR6ymZmZDA4Odq6XWa0EwNdeecXjLT950iQCcNsWFBTEvn36uOdft1h4eN8+AuC61audn7hpjRszKTHRg1ywsJBBQUHsl5npJBjPPPqocn0axctTp3hz9+4MCgx0fvWXHj1KAHz1uedcDKBcQ+7fto0AuGHlSuV8JSVMrVuXdevWJR2ur3pBNKpVi2abNu2cp3z55bkEwNzcMo90z//61+OUZdntq9/fP4B33jnMmb1cTTIkSeK/n37aed19e/dmcFCQS/OrSuv0dMbGxDiv57dfFPLy6dKl7mnSHQ5+9tlnBMB9+w6zpERpR/XqcWzevKVb1aILzeZA9u7d32k0GT1auY7cXE8SdeONvRgSEurkbXl5ZQTAadNmelg73nlnCQHw1Kkip1UjJqY627TJcBIM0WyLxa7cZ6+94bydbryxK8PDI3QJRmBgIPv16++8dceNG0dZlnWf1zp16jIlJcW5/vbb75S367SHbLdu3Wg2m50fOKtWKQTqyy+/8pB94IExlCSJ+/btd5N9//33PWRfeeVVAuCyZR/R4SDfe+8/BMD589/ykF2+fDkBcOKzz5IOB2dMn04AfGv+fI+L27hhAwHwjjvu4PmSEj7yyCMKuX7vPQ/Z77/7jgB4Y5cu/HnnTg4eNIgAdC0k28pJasuWLfnxihXs2KEDAXDjhg26spIksdF11/GNmTPZsGFDSpLEn3bs+EsIxsGDvCTFRzA8yzURg7Fnzx6MHHkPnnvu/+xdeXgUxfY91TOZmSSTfScbhGwE0AAJyL4qYZFFVmURRNTHQ0BERBABRRRFEB74HoiCPJRFEFHEBUUEFIGIyiIiYgJixBghhhBCmPT5/ZFMO0v3JPCSnyh9vu9+SdWcqqnu6a5769btvo/jmWeewW233YZ9+/aqcnNzczF+/HjcfffdmDx5Mnr2vBVffnlAlfvLL7/gwQcnoXPnzrjjjiHo1q0bjhw5oso9d+4cJk6ciLi4OLRo0QJdu2bhhx9+UOWeP38eo0bdDavVijp16qBr1644c+aMKvfChQvo3asXjEYjLBYLbu7SBUVFRarcixcvIjMzE/ZkQe3atsWlS5dUuWVlZQgPD1fKSUlJIAlZZTNRCOFUf/nyZQCAWnK54KAgXLx4Efn5+QCAzz77DACcvsuOxo0bA4CSrn7Hjh24cOECkpOT/yBVHkt8fDwMBgMmPfwwymw27P7sMxz55hs0SElRjZRMTU7G2++9h/WbNmHH7t1Y8J//IDIiQpU7oE8fXCgpQb/Ro7F1+3Y0y8qCEAK3ZmU5PzkhSUhKSoK3xYLBd92FzW+/jYemTsV3x48jq2tXAM57suXlQJMmGdi791MsX74Yn3zyEZ54YgoCAgJhMhmVIdilW7eekGUZgwf3Rk7OCdx7750oK7uEHj16OsVW2hEeFobnFi3C3v378da77+Kd999HSnKy25gBoPvNN+NMfj4enDkTe/bvR4fevWGQJLRt2dLtKZRWrVrDaDTillvaY+vWLbj//nvwyy8/49Zb+6o+RJKWdgPefXczXnppIdavfwUvvbQIsbF13WJBAaBr1544f74IDz00Bt98cxhZWW0ghECXLlkAnB/XbdmyFQBgyJABAGRs3LgO+fm/oFmzPxJW/vEdEoxGI157bTVkWUZRURH279+PkJAQt+sOAMxmM44fP66UDx48CIP98VsXCAGU2x//RcW9Y/9OV1y4UAJfX1+YKh9VSk9PBwD8/vvvbty8vDz4+PggJSUFANC9e3cAFXOUK44cOQKTyYT+/fsDAIYOHQqDwYDDhw+5cXfv/hQGgwEzZ84EAEycOBEmkwmf7dnjxt22bRskScLq//4XFosFz82bB4vFgg8++MCN+/bbb0OSJLz//vu44YYbsHbtWpjNZrzpGDtVifXr10OSJHy+Zw/69u2L7du3w8vLC2vXrXPjrlq1CpIk4euvv8bYsWPx9VdfQQiBVatWuXFrGtRjMGoXf7aFc7Xi6MEwmUzs3buPUm7dug39/PxUVyNGo5G9evV28n4EBwdrcrOyspRy/fr1GR4erso1mUxs3boNZZksK7vM6OhoRkVFqXK9vb2ZmppKm62cxcUXGBYW5uQhcJSQkBCGh4fz3Nmz/OXMGQYGBjImJkaVm5qaSrPZzI+3b+f+fftotVo1++3fvz8BcNKDD3LJ4sW0WCyMiopS5dq3Xpqkp3P4sGH08vJiZGSkKven06dpNptpsVjYMC2NkiSxTp06LLcvwV2kdatWBEBfX18CYEx0dEXsg8sWCUtL+fLSpYrLFwAjIyJ4oaBAdYvk3KlTSuwFAPr7+fHb/fvdtkfsy/AJ99yjcA0GA19euNDZt1/pCWFREXdv20afSjc1AN7SpYuyyW/fwbCv/AsKLjE5uYHC9fHx5SeffOnUpWOswgMPTHFyQY8efZ/ivZBl/uHBKC3loX37lPNmPx+/5eY672HY5exZ9srKcjrGtcuXV3xW6Ymxf5Esk5s3v624rAGwf//ByvaIQ5c8e5bMzT3PevWSFG5YWCQPHvzJyXPheCoHDLhD4QohOHfu827eC3s8xpQp053OR8OGjVlSUq66RTJ37jxly9FgMNBoNHLv3v2qHoz58yu2o+rUqaPEYowde7/q/bpw4SJlNT5kyBAajUbN7ZTFiyu2+fr2vY0rVqxkVFQUvby8VLdWly17kQA4btw4nj79E7t27UoAzM7+wo1r95rMnfsMZZmcNWsWAXDt2nWa3JUrVpCyrHg05j37rNuAly5dSgB8+623SFnm53v2EAAfnTbNjbto4UIC4Od79pCyzO+OHaMQgg9NmuTGnfPkkwTA744dI2WZJ3NzNblTHn6YQgj+nJenzCFCCE6fPr3WPRgNGzbjt9+yRgS6B8NN/vQBXK04GhhDhgwhADZv3pzp6ekEwPHjJ6hOACNHjiQANmjQgHXr1nW6aV1l/PiKILqYmBiGhIRU3LQrX1HlPv74E0r8g7e3d2Xg39uq3BUrVipxFQaDgQaDgbt27lRV2Lt27qTRaFQmWJPJ5OQ6dFXu9tgLVAa5qW1jUK4IpmrTuvUfyikykrk5OapcyjLnPfss/f39aTab2ahhQ/6an6/Jzc3JYatWrZiQkMCePXvyQnHxH4pRRebNncvb+vbllMmTeVktes9lq+T5efP42iuv8LJdMToEdzpKeWEhv9m/n1/s3MnLjhpdJQ6DBQW8nJfHk19+yXLHbRFXC8DhO386cYIXCwuVrQX7IToaGPbmhw79yM8+O8yCgnK3Ll0V64kTv/Dttz/giRM/KUpULQaDJSW8VFjIXR98wC9272a5fXwu20WOVsFv33/PLz7+mJfz8/8YnIuBYT+WsjLy+PGTLCy8pJxi1xgM++ksKCC///4cjx791W1bxPF029ucOPEL33tvF/Pyzrsdv2uw5759X3Pu3Oe4YcNmt60RV9m69T0OGjSYI0eO4rFj32tdcooiTktryOTkFD755Byty1m5v/38/GixWNikSVOePXtOkztmzBjFEPbx8eH773+gyR04cJCTAfXYYzM0uV263OwUV9GjRw9NbtOmzZziNVJTU1VjpsptNtavX59CCIaFhVEIwfDwcF6uvKYd5XJZGcPDwylJEhMTE2k0Gunn58fzRUVu3AvFxfTz86PJZGKzZs1osVjo7e2tGhj6y5kzNJvN9PX15c1dutDX15dms9lpjqlNA+Obb1gjohsY7iJI/m8ukD8JGRkZ3L8/WymPGTMGGzdugCRJGDFiJJ566inNto888gjWrl0Do9GI8eMnYOzYsZrc+fPnY9WqV+Dl5YWpU6ehb9++mtx169Zh2bJlMJtNmDbtUbRu3VqTu2fPHixduhRmswkTJz6I1JRkTe7p06exevVqGAwG3HnnnarbDXbYbDZ8/vnnKCsrQ5s2bRRXrRZkWYbNZquSVyO4Ej+i2rOI1eFW1U7tRVRqfWu998HVLe7wfgpCqL5gy/4Vak3zaa4LAAAgAElEQVQB520BwPlFmYBDrjGo+HNdUZ3jdR2Q65s8VY7FEWovHlP7CtfjVNsy8XT8aly1fqvDraptbaC0tBQWi6VK3okTJ3D48GFkZmaiTp06HrmbN29GdnY2WrRogZ49e3rkznv2GRw4cACNGjfGI1OmqG7pABVzxvgJE3Dw66+RmJSEf7/wgua4S0pKMHToUHx77Bji4+Px6urVCA4OVuXm5+ej72234eTJk4iOjsbGDRsQExOjyj127Bj63nYbzpw5g8jISGx+800kJSUpn2dkZiI7O7vGn8Vt2DCD69dnV02sBho1El+QzKiaef3gb2Ng/NXxV3/vRbVRXSOjJl6wpcWvSiMCVb9YypXropQdc5CodQs4JyfVGoKjCNDdaqkK1TGoVN7o6Xgsat25ZpWtajiup87VqLDDk3FRlVFQXaPhenkB199pTtENjL8mrpNbTcd1BS0NomYoVLVEro5xUcVQXN+wDWgrWI/d/i+RZK7BrWqDqsY47GW7ISDElZ/Cq8H1YhTo+P/HtR7kKYQYLYQ4LoQoFUJ8IYToXM12rYUQe4UQF4UQOUKIcSocsxDiOSFEvhDighDiHSFEXRdOrhCCGhLlaQz6q8J1/P/C8T3QVfGAqpfF9s9d+/X0/mjHv1rcqrZGXLhq2UGrMiJct0K0hqB4L9QINQmHA7Bnn/W0ewRUeDKqMjIc21TltVH7jpryXFwpV8f1gWv5CRAhxGAA/wEwE8BuACMBbBFCZJI87KFdIoD3AWwB8AiA5gDmCyFKSC53oC4C0B/AAwB+rfyebUKIxiRLKzl9AZhdvuJFAOUkf/Y0ft3A0PHXhicjo6o21dng1zI+NFCdr69ujEGN4GrOj4cuXGFPBlcdI6Mqg8vx+9T+16HjOsQsAK+QfAIAhBCfAGgCYAqAoR7aPQQgD8BQkjYA24UQcQBmCCFeIkkhRAyAUQDuIrmqsv+DAHIq+14OACS/dOxYCBEJoAGAaVUNXjcwdPz/w5PWUIsPqEopVuWNUPuO6i6Lq/Lva9TX5ArdKbizOg0c4Xis1TlulXFWt5nDqyI0UZXXxvW7r5ajGyY6qgO1OKlrBUKIBADJAMbb60jKQojXHes00A3Aa5XGhR1rAfwDQCMAhwDcUln/hkP/Pwkhdle2d/R0OGIgKsIr1lZ1DPptqOPah2vMQDViB6rs70p41TBGqtqd0eq2uvELV40rCYJw/FyWr9gGq01cySWgGxc6rgTXcAxGauXfb13qjwIIFkKEqTUSQvgCiNVo59hvKoDTJItVeKnQxmAAe0ie9MABoHswdFxruBI3/pV6LuyoSQ+GS7euzT11XZ2vrzH8D+fH009yJR4O12FcTZua5OrQUcMIFUI4PpKyjOSy/6G/oMq/hS715xw+/1WlXWA12tn/unLsvCCVeggh4gHchKo9KAB0A0PHtYirNTKupP/qcq5yS6E6X1tth8LVGFGucO2juoP0XH3V0I0LHdcCaniLpKCqx1SFEAEAPD55UTEuOnofXCO8hUa9WzfVqFfjCA9tBwOQAayv4rsB6AbGNQNC/K2eW/9/xZXGXVQnpqO6/apwavKphxq7JlyPvZqDuJIQmOpy1f7XoePPwv9zDMYAVDyBURUE/vA4BAJwTGaj5aGAS32gS72rR+ScCsfeTqvvwQA+JvmLxudO0G9xHdcmtDbdrzYGw1WzaUhxSQlsNlu1+i8sKkJ+fj5YuaDwNFSbrQw//ngSFca/Z8iyjNOnT1WMoxrIz89HcbHrNqo6ioqLkXfmTLXO7eWyS8jJyanWmCUJKCwsBCBX6ye7mp+vJi+Hvzv0xcq1CZLLSYqqpJJu92K4xkOkAjhLUm17BCQvAPhRo51jv98CiK2M2XDlucZvQAiRAiAdwJqqjtMO/bbUgZycHM1sro44e/YsXnjhBSxevFjJluqpzzvuuAO9e/fG+vWevWkHDhxAk6ZNUbdePfQfMMCjYt29ezfqREfD28cHsXXrIvuLLzS5e/bsQVBoKITRCJO3N2bNnq2pnY6fOIHQqCj4BQfDy8cHrdq0qVCrKtyS0lKkpKUhKDgYEZGRCA8Pw8mT2vFOw4YNgY+PGfXr14WvrwWbN2/SVJIrV74Eb28T6taNh8nkhQceeEBzzEePHUNQaCgi6tSBX2AgmmZkwGZ3JbiITZaR3qwZAoKDER0Xh8CQEBw9elRzzP8YMwZmiwX16yfAbDZh9epVmmNet24NvL1NCA8Pgre3EVOmPKTJ/fHHk6hXLwZGo4DJZMDw4dpP2smyjEGDBiAgwAo/PyuGDh0CtWy/drzxxkY0bJiGxMT6FefNAwoLCzFq1F3o2bOHks3XE7Zu3Yqnn34au3fvrpJbVlaGw4cPo7S0tEqujj8f12qQJ8kfAHyHCq8HAEAIIVWW362i+bsA+gohHJ9nG4QKw8P+/gx7ylwl/4UQog6Athr93w6gDA5PnVTnIP6S4pjszC67du3mnDlPccuWdzwmLpJlcs2atRwzZgwXL15SJXfu3GfYu3cfPvjgJJaVXdbk2WzlHDNmDDMzM9mnT18WFPymyS0tvcRevXozPj6e6elN+NVXX2sO4NzZs8zMzKTVamV4eDj/u2qVJvfHU6dYt25dCiFoNBo5cuRITe53x44xMDBQSbSUmJj4R2IyFzl08CAtFotT0rXPPv1Ulfv1V1/RaDTSaDQq2T4fmTJFs19Jkujn58cbbriBQgimpqSocr8/fpwGg4FhYWEcMmQIg4KC6OXlxZ9On3bj/l5YSLPZzJCQED41Zw7btW1LAFy9erVq32FhYfT19eXLL73ER6ZUZDQdNHCgKrdd27aUJInPL1jA1159ld7e3oyNjdW8dgBw9OjR3Lp1K+vVq0eDwaB6bRw//j2FEGzYsBG3bHmHffv0IQC+9uqrquMIDQ2lr68v165Zw9mzZ1MIwd69eqlye/bsSSEEn5ozh6+vX0+r1crQ0FBV7vLlywmAtw8ezHfffY8NGjSgJEnMzT3pRs/NPUlJkpiUlMT1619nz549CYCvvvqa6vkICwujt7c3Z82apST6mjTpIVVu794Vx5+VlcVbbrml4jcZNFjzfgbAiIgINmhQkb3WMWuyo+Tn/0pfX19KkkR/f38CYL9+/TTv1bZt2zklJBs+/E5N7rPPznPK+Dtx4kRN7t69+xgSEkIhBM1mM59+eq4mt7Dwd7Zo0YJ+fn4MDw/nihUrNbk2WzlHjx7NevXqMS0tjVu3btWcAyhXZElt1aoVO3fqxH1793rkbt26lQMGDOCdw4fz++PHPXK//uorTpw4kY9Om8ZfzpzxyP3x1CkumD+fS5cuVZ2DaivZWUpKM+7ezRoR1EKys0qlXg7gUQAdAawEcBFAIwdOewA2AO0d6hIBFAN4rbLdZACXAdzt0v9SAAUAhgHIAvA5gOMALCpjOQrgzSsa/59tKNSUgTF8+J1Ok0C7du01r2f7JGjPUtqoUWPabOWq3FaV6cStVquS3lnLyGjYsJHCMRgMtFqtqlkXbbZyJiQkUJIk3njjjbRarTQYDDx69FtVbnR0NI1GI2+9tRcTEhIIgG9u2qR6cJGRkTSbzXxkyhT27tXLo3KPjIykr68v39y0iS8sWUJJkti+XTtVblxcHP39/fnT6dP8NT+fISEhDAsLU+U2TEujn58ffy8sJGWZWVlZFEKocjt36kSLxcKLJSWkLPOVlSsJgF9kZ7tx7x87lpIkKdkbfysooBCCM2fMcOO+vn49AfBkbq5SFxgYyE4dO7pxL5WWEgCXLF6s1N10002MiIhQHbOfnx979OhByhVZR6dPn04hhOb1Ex4erpTz8n4mAG7c+IYbd9685wiApaWXKMskZZm+vr7s07u3W8flNhsBcNHChUpd2zZtNH+TsLAwtm3TxkmpAFDNsJmVlcWAgAClXFJykQD473//x61re3rykpKLSp3VamXPnj3duAUFv7llJLZnNVY7d2az2Unxd+/end7e3qrc+Ph4xsTEKOXRo0cTgOp93aNHDxqNRubk5FKWyQkTHiAAnjjxgxt3/vwFBMCFCxdRlsn77vsHAXD79o/duNnZXxAAW7VqxZ07d7FPn76av3Vh4e+0WCwMCgriY4/N4E033aSZft1mK2dsbKwyByQmJhIAN2zYoPpbd2jfvmJea9iQoaGhBKBpZNx3770EwPDwcCUL9Cc7dqhyn5k7lwBosVhoMBhoNBpV71P7fSyEoCRJigGlldn57bfeosFgUOZuPz8//njqlBPnejUwKhX7aADfA7gE4ACAzi6fd6g8dx1c6tsA2AegFEAugHEqfZsBzEfF0ygXAGwFUE+Fl175HYOvOwPjww8/IgCOGTOGskwuWPA8AXDBgufdruetW7cSAGfMmElZ/mPlM3v2bDfuW2+9TQCKl2Pnzl0EwAcfnOTG3bLlHaeV24kTP1CSJI4YMcKNu337x04TT3HxBZpMJtX0ywcPHnKaeGy2cgYFBbF58+Zu3LNnzxEAly9frtSlpqayXr16qjc2AD7x+ONKuVu3bk6KxVHMZjPvHD5cKT8wYQINBoMqNyIigq1atVLK/121igBUVybNmzdnVFSUUs7NySEAvrNlixv3H/fdR4PBwEulpaRckRJaCMGpU6e6cd/ZsoUAFC/L5bIyent7s1u3bm5cu7IeM2aMUhcfH8+4uDjV4wsNDWWDBg2Ucp/evWk0GlW5Xbt2pdlsVo597Zo1TuNynZQB8NNPPyNlmb/m59NgMDidd0cRQjh5qOLj4zU9KbGxsYyPj1fKI0aM0DSKBg4cRKPRqBjH9vtLTVG++uprBMA9ez6nXKk4jUYjBw++3Y1bXHyBAJxW6rGxsUxKSlIdh8lk4pAhQ5Ry37630WKxqHIjIiLYsmVLpfzvf//HyVhzlPT0Jk7nKScnV1HCrtx+/frR19fXqU4IwVmzZrlx7Yamo1FjsVicjsEuGzZsIADm5PxhAAcEBLBzp05uB/ft0aNu3reQkJAKpevCvVhSQgCc8vDDyrUdFhbGtLQ0zWuof//+yj0SEhLCpKQkVa7RaGTLli1JWeb5oiIGBgYyKTFRlWuxWJiaksLLZWX8OS+PVqtV0zPp6+vL2NhYXigu5rdHj9JisfCGG25w4tSmgbFzJ2tEasvA+CvLnz6AqxVHA+Oxx2a4TZY+Pj4cMGCA2/U8Y8ZMN66vr6+qi/TJJ+cQgFOd1Wpl79593LiLFv3LbcUUEBDArKwsN+7atesIgPn5vyp1oaGhbNu2nRt37959BMAdOz5R6qKiopie3sSNW1R0ngA4d+4zSl18fDwTE9UncIPB4HQsiYlJTqttRwkNDWVsbCzLyi7TZitncnIy/fz8VLmtW7eh0Wjk3r37WFx8gfXr16fJZFKdXOY8+SQB8N577uHWrVsZFxdHo9GoeD8c5euvvqIQgvXq1ePkyZMZHR1Ng8Gg6qq9VFrKkJAQxXCLioqiEEJzWycrK4sAmJ6ezpiYGALgKytXqnL/tWgRATA6OppJSUkEwLtHjVLlfnPkiOLNsm8BaU3Kl8vKGB4eToPBwPT0dHp7e9NkMjltATk2sa+Q09LSGBUVRQBcteq/qr/J6tWrCYCRkZFMTU0lAPbv31+Vm5t7kl5eXvTx8eENN9xASZIYHR2t6g0oK7vMsLAwGo1GZRvP0TvgKg0bNqIkSezatStTUirGsWzZi6rc9u07UAjBESNGcOjQYRRCqN5P9nMhhODjjz/B9etfp5+fH4ODg1W5d901ikIIvrFxI8ttNrZr25ZCCP6an+9GnvLwwwTAj7dvJ2WZLy5bpuk9sF8X9m2G3JwcCiE4btw4N+7bb71FANy/bx8pVxgCPj4+zMrKcuN+eeAAAfDDbduUuujoaDclTFnmz3l5buNr3Lgx4+Pj3bh2Y2TlihVKXetWrVQ9d3Yj3NHL17lTJwYFBaleywC4YP58p/tLa/Gixg0MDHTi1JaBkZzcjDt2sEZENzDc5U8fwNWKo4Gxfv3rTit3u4dg6tSpbtez3dNg91jY26qtSHbt2k0AvOeeeynL5JIlL7itwOxy5Mg3BMCOHTsxP/9XTpv2KAFw3rzn3Lj5+b/SYDAwISGBW7a8wxEjRmh6XMrKLtNqtdJqtXLWrFnKXvSiRf9SnTxTU1MpSRJvvbUXGzVqXDEpLHlBlWt3IyckJDA8PNzN++EomzdvphCCJpOJZrOZQghNZXb27DmGhIQoLk9Jkvj6+vWqkwtlmYMGDlS4JpOJmzdv1uRu2LCB/v7+lCSJgYGBfO/ddzW5v+bns2mTJvT392d0dLTHvehym42jR49mbGws69ev7zHOhXJFnEJqSgrr16/P6dOne+R+eeAAm6Sns27durytb1/FA6Mm54uKeHOXLoyLi2NGRoaT8aTWZPz4CaxXrx5TUlK5Zs1aT8Pg2rXr2KBBAyYkJHiMDZBl8tix75iRkcH4+Hh2797daQvEVQoLf2f79h1Yp04d3nDDDTx06LAmt7T0Ejt37sKAgACGh4d7jIEqLb3Etm3bKfE8nTp11tyeLCu7zGbNminXUUBAgOY4ysouMzk52WlLde7TT6sO4nJZGaOjo522SZs3b67JDQsLo8FgYIMGDWgymejj48NzZ8+6cS+VljIwMJBms5m39e3L2NhYze2JcpuNfn5+9PX15cwZMxRj2FEpO4qvry+DgoL45qZNfHTaNALQjMXy8fFhZGQkfzhxgm9s3EiDwaDqRaEs09vbm3Xr1uWF4mJ+c+QIzWYzm6Snq3LNZjPT0tJ4uayMv5w5Qz8/PyYnJ6tyvby82Lx5c5bbbLxQXMzg4GAmJCQ4cXQD468pf/oArlZcYzAyMzOdJoGYmBjNych+g3p5eREAGzRooBmDcdddo5wmolatWmlOiLNnz3biqm152GXDhg3K9wOeA8cOHTrMiIgIJXBTbYvGLiUlF9muXXtarVYGBwerGjiOMmvWLKakpLJx48ZVKqh9+/Zz8ODbOXDgIO7cucsjt6zsMlevXs1Fi/7F3NyT2kSHCTc3J0c1JkCXCrkGhnDNS1HReZ4+/VOVPJutnG9s3MjnFyzgN0eOeCRfLivjQ5MmsXevXnxqzhyP3PNFRezWrRvr16/PDu3b8+e8PE3uT6dPs1HDhvT19WVkZKRHw/rbo0cZGRmpzAEPTJigyd23d68SXA2Abdu00byvPvrwQ5pMJoVr36pQ4765aRMlSXKKlVALsKYs8+WXXqIQggaDQVmYaJ3n5+bNIwB6e3vTaDTSYDDw8z17nDi1aWBs384aEd3AcBdBEn9FZGRkcP/+bKe6OXOexN69+5CcnIynnnoKRqP2e8RWr16N3bt3o2HDhvjnP/8JycOD9Lt378auXbvQqFFD3HprL4/jysvLw969e5GamooGDRp45Fa87+A0IiMjYTKZPHL/6tCfy//fQVQzHamOauHvfk3m5eUhMDAQPj4+HnnFxcXYuXMnAgIC0LJlS49z4cmTJ7Fhwwb4+ftj6JAhHvvOzs7GqlWr4O3jgwcmTEBkZKQm99333sPLL78Mb4sF06ZNQ0pKitPnGZmZyM7OrvEbICUlgy+8kF01sRro0kV8wSre5Hm94W9lYOi4dvF3n8z/P6AbGDUL/Zr860A3MP6a0F8VrkPHXwC6caFDR82DvHbTtf8doBsYOnTo0KHjuoVuYNQe9FeF69BxjUP3XujQoeOvCN2DoUOHDh06rkvoWyS1C93A0KFDhw4d1y10A6P2oG+R6NChQ4cOHTpqHLoHQ4eOaxh6/IUOHbUL3YNRe9ANDB06dOjQcV1Cj8GoXehbJDquGcjVvNNtNhuys7Nx9OjRKtsUFRVh+fLlWPbiizh79qxHbmFhIWbNmoUHJ01Cdrbnl++Ulpbi4SlTMHz4cKxbt84jV5ZlzJw5E/0HDMDTTz/tkQsAixcvRr9+/TDhgYkoLS31yN20aRMGDRqIu+++G3l5eR65+/fvx/Dhw3HnnXfiwIEDHrlnzpzBuHHjcNddI7F9+3aPXJvNhmeffRYTJozHtm3bPHIB4KOPPsL8+fOxf//+KrlFRUXYuXMnCgoKquQC1b+GdOiwQ5ZrRnSo4M9+V/nVimsukr+q2Gzlqiml1eT48e+5bduHLCz8vUrumjVr+dhjM5yysKpJWdllPvjgJHbv3p1Tp07VzMkiyxV5Hrp168aEhAS2bt2Gp079qMk9ffonpqWl0dvbm6GhoXz11dfcSPZ/jx79Vkm2JoTg7YMHaw740MGDTnkW4uLieL6oSJX7zZEj9Pb2Vrhms1nJXukqJ3Nz6ePjoyRng0vmSEc5X1TEoKAgCiFosVgIgCNGjFDllttsTExMJABl3E2bNNE8vm7duilcIQRDQkJYXHxBlT5lyiNKDgeDwUCTycRjx75T5W7YsIFCCHp5edHLy4tCCG7evFmVe/TotzSZTJQkSclT4Zih11FKSi4yIiKCAGgwGAiA48dP0LwuOnbs5JSvZ9SouzW5jz/+hBPXnnRQTXbu3EV/f39lHJMefNDtOrNLYeHvbNGiBX18fBgYGMh5zz7r8WZ6dNo0Jicns1HDhly3dq1H7q6dO9mvXz/2799fM3OvXc6dPcsF8+fzqTlzmJuT45FbbrPx0MGD/GTHDl4sKfF881fyPSXV+6tJbeUiqV+/Gd94gzUi0HORuMmfPoCrFTUDY/PmzczMzGR6ejrnz1/g8Zpdvnw5ExISGBsby3Hjxnnkzp49myEhIfT392e3bt00k6jJMvnPf46l2Wym0WhkamqqU0p2V+nfv79T9sfs7C80ue3bd3DKTrpy5SuqPJutnI0bN1aUtaeJ2WYrZ3x8PAEok3NaWppmWm57KvG0tIY0m8309vZWPb6ysssMCgqi2WzmwIGDmJCQQAB89933VMcRGBhIX19fzpv3HIcMGUIAnDx5shPJ/m9YWBj9/f25Y8cnfO3VV2kwGNi6VSvVkxYfH0+r1crcnBz+nJfH4OBghoeHq09gTZvSYrEoCdeaNmlCo9Goyu3fvz8lSeKhgwdJWVay0qopiafmzCEARZmvXPkKAXDFipVuXe/bu5cAOHPGDMoyeeDAl0q6crXfzjF9eUHBb/Tx8WF6ehPKMt3GERAQwLp16/JyWRkvlZYyLi5OM51548aN6evry/z8X2mzlbNVq1Y0GAyq3EGDBlOSJH766WeUZXLAgAEEoJpwbMGC5wmAzz47j7JMjhp1NwGoGsF79+5TshMfOnSYw4cNIwCuXbPG7ZooKjpPk8nEsLAwLly4SDHSXly2TPX3S0hIoMFgYL9+/XjjjTcSAJcuXarKtX9vYmKiYki9snKlKnf16tWKIWvPOKyVRfi7Y8ecjF+DwaCZ7fdiSYlipNr737Vzp+aEdVvfvgo3KCiIX3/1lSb3iccfVwzU+Ph4/nDihCb3jY0bGRUVRT8/PzZt0kQ1vb1dvsjOZqOGDRkdHc1bbrlFM4EaZZk/njrFTh07smFaGu8cPpyXy8rc789aMjASEppxwwbWiOgGhrv86QO4WnE1MOw3d1BQkJJeWctwsKddj4uLU1Ka9+/fX5X79NNzCYDp6ens2rUrhRBs3ry5Knf69OkEwFtuuYVjxoyhl5cX4+LiVLkPPzxFSaO8bNmLDAgIoK+vr6pynzTpIQLg448/waNHv2WDBg0oSRLPnj3nxrWval999TXKMpVU8AcOfOnGtWd/ff/9DyjLf6SuX7bsRTfusmUvEoCiSE6f/omSJPHee+9z427b9iEBcNeu3ZQrlaGfnx87dOjoxj19+icC4Pr1ryt1yckVadDVzhsAzpnzlFLOyspiQECAKtdsNjtlqZ0w4QFNRRkREeGUKdd+Pal5D5o2bcaYmBi3Y1DzCAwffifNZrNTnSRJqhlxly9fTgBOBmxISAjbtWvvxs3P/5UAuGHDBqUyMzOTderUUZ3EjUYjx/7zn0p59OjR9PLyUuWGh4ezTevWSnnlihUEoLpybpKeztjYWKV8MjeXAPjOli1u3H79+tHX19epTgjBWbNmuXFnPPYYhRBOWUAtFouqd2vz5s0E4KQcQ0JCnI7BLr/m5xMAX1iyRKmLiYlhamqq6rmQJImDBg5UygkJCYyKilLl+vv7MykxkeU2Gy+XlbFevXoMCgpS5SYnJ9PX15cnc3N5obiYMTEx9PPzU+VmZWVRkiS+snIlvzxwgGFhYbRararcSQ8+SAC8e9QoLl26lP7+/pr92q+3li1bcty4cfT29mZgYKCqgv/oww+VbKu9br2VXl5eDAsLU+V+c+QIDQYD/f39mZGRQUmSGBsbq5rR9ee8PJrNZppMJiYkJFAIwRSVtO61aWCsX88aEd3AcJc/fQBXK64GRmRkJOvWraso6O7du9NoNKrdV4yMjGRSUpJSHjp0GIUQqtzo6GimpqYqZbuyVzME4uPjmZLyB3fx4iUEwKKi827c5OQUJiYmKuV3332PAFRd3E2bNmN0dLRSzsmpmMS3bt3qxu3S5WYGBQUpZZutnAC4ePESN+6VKD+7MeJ43N7e3hwwYIAbd+vWrQTAQ4cOK3VBQUFs06atG/fs2XNuLvjIyEimpaWp/h4Gg4E9evRQji0+Pp5RUVGq3JCQEMbFxbGs7DJttnKmpqbSarWqctPTm9Db25unTv1Im62czZs31zRGhg0bTiEEP/zwI8oy2bt3H81V+9KlS51W7XYDUM0YOXLkGwJQzumaNWsJwOn3cGxgNBrZMC2Nl0pL+UV2No1GI9u3a6eqTMLDwxkSEsJf8/P5y5kzDAoK0jRGMjIyaDab+d2xY7xcVsaGaWmaxojdm/NFdjYpy4oH6sdTp9y4kydPJgDu3rWLlP8wXNRW+f/5978JgJ/s2EHKFSt+IQQnjB/vxv14+3YC4Afvv0/KFenVfXx8eHOXLm7cn06fJgCuXr1aqatfvz6TkpJUjw8An5k7Vyl36dxZ02hwNeLuHm9GlNgAACAASURBVDWKJpNJlWu1Wtmnd2+l/MTjj1MIocqNiIhgy5YtlbL9vKl5BZISE5nsoKDtxpead61Zs2aMiIhQyh9u20YAqtuIHdq3p9VqVYwEO9f++zhKz549aTKZlPG9s2WL0+/jKIMGDqTBYOAvZ86QsszX168nAL737rtuY60NPaIbGLUrf/oArlZcDQx/f392795dKdsVopqCCA4OZseOnZTynDlPaXIjIiKYkZGhlOfOfcZtlWmXunXrMjHxD8Nl3rznNFfBN954I0NCQhSFPX/+AgLgmTO/uHG7dLmZZrNZ8VjY+3VU4Ha5775/UAiheBqefLLCRb9z5y437ksvvUwAnDVrFmW5YoUPgG+99bYb99ChwxRCMDMzkzt2fMJ+/fpVuKzXrnPjlpRcpI+PD/39/TllyiO86aabnLwqrtKoUWMKIdihQ0fWq1ePALhmzVpV7tix9xMAo6OjGRQU5JG7ceMbFELQbDYrsRJqWxOyXGG0WSwWCiFoNBoJgAsWPK/KLS29xNjYWKd4jUmTHlLlyjLZqVNnpy2rfv36aXLtv4FdGjVq7GTUOZJXrlih9AmAwcHBPHf2rGrHn+/Zo8RTAKDJZNKMR/np9GlarVZlzEIIrlyxQpV7obiYoaGhBEAvLy8C4JgxY1S5l8vKGBUVRSGEsiXXrGlTVW65zcY6depQkiQmJCTQaDTSz89PNd6m3GZjZGQkjUYju3TuzIiICAohNGMgwsPDaTab+dCkSezatSsBcPbs2ZpcX19fvrlpExctXEhJktilc2dVbmRkJAMDA/lzXh5/PHWK/v7+jImJUeXGxsYyNDSUF4qLWW6zsXGjRrRYLKrcxMREhoWFKcp9yJAhbt4duzRu1MiJO/fppwlA9brIyMhgaGioUn77rbcIgF8eOODGbd2qFUNCQpTyN0eOKIscV26H9u0ZHByslH8rKCAAvvbqq25cV4PtYkmJ6vZWbRoYa9eyRkQ3MNzlTx/A1YqrgdGyZUsaDAauXr2aO3Z8Qj8/P4aHh6tO4t27d6cQgjNmzOTy5cvp7e3NOnXqqHLt++tDhgzh1KlTaTKZGB8fr8q1Gx8tWrTg4MG302AwOBkcjrJlyzsEwKioKLZs2ZJCCDZq1FiVe+LED/Ty8qLZbFZiJm666SZVbmnpJUZGRhKAErRo36dXkx49ejgptMGDb9fkLly4yEmheQrmO3jwECMjIylJEi0Wi9O2htqYs7KyGBwczOjoaM34ErvMm/cc09PT2bx5c1VjyFH27Pmc/fv3Z9++t3H79o89cgsKfuPDD0/hfff9Q9ne0RKbrZxLlrzAhx+eomq8ucpbb73NWbNmKdtRVY159uzZqsaba8V3x45x7tNPc+nSpVUG9f2cl8fn5s3jgvnzlRWjlpwvKuIzc+dy+vTpPHzokEfupdJSzpo1i/fecw83b95cJXfcuHHs1q0bZ86Yoaok7XKxpIQDBgxgo4YN2a1bN/5WUKDJPXf2LFu2bMng4GDGx8e7rYAd5cdTp1ivXj0liPX+sWM1ud8ePcqAgADlmk9NSdEMsvwiO5tms1nhWiwWJU7HVXbv2kWDwaAE53qKGfng/fcphKDValW2f+8cPlyVa/dYREdHK/NKenq6KnftmjUEwMaNGnH4sGFKHIvab/LySy8RADt26MAnHn+cgYGB9Pb2VvWivLCkwnM7aOBAvr5+PePj42kwGFRjNhbMn08AnDB+PA8dPMhmTZtSCOHmcaktA6NevWZ87TXWiOgGhrv86QO4WnE1MAoLf1dWlQBotVpVV/iyXBGE2KRJU4UbHh7OnJxczXmxb9/baDAYKIRg/fr1Vb0Mdpk+fTr9/PxosViYmZmpuj1il40b32C9evUYERHBW2/t5TF49Pjx79mpU2emp6dz7Nj7PT7tUVp6iZMnT+aAAQNUt0ZcZfv2jzlv3nNVKlX7uTt06DBLSi5WydWl5uVPH8B1Kj+cOOExqNEuvxUUcOnSpXxx2TJNb5Jdvj16lKPuuotDhgxR3WpwlF07d7J1q1Zs1rQpn5ozxyP39fXrWbduXUZERLBP796qcRJ2+deiRQwICKDZbGZaWhp/zsvT5E6fPl15AikkJETTA0ZZ5n333qvMr2azmW9u2qTJtXtD7R4zx/gYu+gGxl9TBEn8FZGRkcH9+53fVSDLMo4fP47z588jPT0dRqPn94iVlZWhtLQU/v7+tTlUHTpqBAJ/zXtVx/UJWZZRWFiI4ODgKrlnzpzB999/j/T0dFitVrfPMzIzkZ2dXeOvtU1IyOATT3h+5011MXSo+IJkRo109jfB3+pNnpIkISUlpdp8k8kEk8lUiyPSoUOHjusTkiRVy7gAgMjISERGRtbyiNxB6i/Jqk3ob/LUoUOHDh06dNQ4/lYeDB06dOjQoeNKoHswag+14sEQQgwSQrwhhPi58jG3ERq8aCHEJiFEsRCiQAixWAjhUxtj0qFDhw4dOhxh3yK5lnORCCFGCyGOCyFKhRBfCCE6V7NdayHEXiHERSFEjhBinApnuhDiQyFEUaWurltFn02EEOVCiGolB6qtLZL+AOoC2KJFEEIYAbwPIB7AIADjAQwAsKyWxqRDx18WeoCnDh3XH4QQgwH8B8AqAN0AHAGwRQjRqIp2iajQrzkAegBYCmC+EOJuF+q9qNjJ+LgaYxEAFgP4tbrjr60tkkEkZSGEFYDrAdkxAEADAIkkcwBACHEZwFohxCySx2tpbDp06NChQweAa36LZBaAV0g+AQBCiE8ANAEwBcBQD+0eApAHYChJG4DtQog4ADOEEC/xj8dH4yp1dU8AvaoYy1AAEQBeBnBPdQZfKx4MktX5yboB2G83LirxJoAyAFm1MS4dOnTo0KHDEdfqFokQIgFAMoD19rpK3fo6KvSnJ3QD8EalcWHHWgAxABTvRzV1NYQQfgDmApiECh1dLfyZT5GkAvjWsYJkGYATlZ/p0KFDhw4d1yvsevBbl/qjAIKFEGFqjYQQvgBiNdo59nsleAzAUZJvXkmjP/MpkiAAhSr15yo/c4MQ4h5Uumbi4uJqb2Q6dOjQoeNvjxp+D0aoEMLxrV3LSP4vMYV2PeiqJ885fK4WDxFYjXbVhhAiBcA/AbS4knZANT0YQogAIURqVXKlXw6oRq4JjXqQXEYyg2RGWJiq8abjGoIsyzh27BgOHz4MuYq7uKSkBMuXL8fzzz+PU6dOeeQWFBTg/vvvx/Dhw7F161aP3NOnT6N3795o06Y1Zs2a5ZGbk5ODtm3bIiUlGYMGDURZmbYn8OTJk8jMzEBMTDTatGmN/Px8Te6ZM2eQmZmB8PAwpKU1wOHDhzW5RUVFaNOmDUJDQ5CQUA/btm0DABDuLzEsKytDj549ERoWhpjYWKxevVqzX1mWcdeoUYiMikJMbCwWLlyoyQWA2bNno269eqiXkICnnnrKI3f9+vVIb9IEDRs1qpJ78OBBdOveHe3atcPixYs9couLizFx4kQMHTYMGzZs8MgFgI1vvIFnnnkGBw4cqJJ79uxZ7NmzByUlJVVydfy9UYNbJAV2/VQpbsbFVepSV30oNOpdofX5lUaMLwSwkuShK2xXvVwkqAjUZFWi0s5a+dkIlc/2AVihUn8EwJKqxuSai+RqpbT0UrV4xcUXuGfP5ywo+K1K7tGj33Lp0qVVJteS5YqkZ2PGjOGcOU95zEUiy+SCBc+zU6fO7N+/P0+d+tEjd8yYMUxISGDDho1U07rbpazsMrOysmi1WhkYGMiHH56iyS0qOq9kPhVCsGXLlprnLz//V0ZFRSnXRlBQELXyvZw+/ZOSXRMADQaDajpzWSZzc08qWU/tiaWmTXtUlZuTk0uTyUQvLy+Gh4d7TPx26tSPNJlMtFgsTE5OoRCCCQkJqjlf8vN/pcViUfLNmEwm+vv7q2bNLS6+QH9/f5rNZrZr155+fn708vJibu5JN67NVs6oqCgajUZ27NiJ4eHhTplxZZlODRo3rvgt2rdrpyTBW7d2reqPZ09ql5mZyaSkJALgc/PmqXInTpxIAExOTla4kydPVuXak2CFhYUpY/jHffepcvft3askv7NnYB09erQq99f8fFqtVgohlEy4Wllay202NkxLc5qLHpkyRfPmuHvUKKfcF/OefVaT+99Vq5Tvt1gs/O+qVZrcb48eZWJiIn18fFinTh1+vH27JvdSaSn79unDhIQEZmZm8psjRzxOFM/MnctOHTty0MCBVSaq+3j7dt4/dixnzpihmozMUX46fZovv/QS39y0yWPiOft5/vqrr3gyN9cjzy6Xy8qq7LO6Ulu5SOLimvGFF1gjgmrkIrkSXQqge2U53qWPAZX1YRrf4Vv5+Z0u9WGV9QNU2vSs/KyuS303AOcBJKLCMxII4GkAv1X+b/Z4vLXxo1XTwFgFYI9LnQnARQD3X42B8e677zEgIIBCCPr6+mqmB5dlcvXq1UoWQ0mS+OSTczS5CxY875RFdMSIEZrc6dOnO10oWllPZbnCCACgpAePjIzUTCI2aNBgRVEbjUaaTCZqKWx7CurU1FSGhIQQALdseUeVa8+42L17d7Zo0cKjwm7SpCkNBgMnT57MsWPvpxCCXbrcrMq98cYb6eXlxbVr13HLlnfo7e2tmYU2Pb0JzWYzjxz5hsXFFxgfH08fHx9VbosWLWixWHj69E/KsQohVA2BTp0602QyKUbhtGmPEoCqch84cBCNRiPz83+lLFPJSqmWrXXChAcohFDGcPTotwTAp5+e68ZdtOhfBMAjR76hLJNnz56jwWDgqFF3u3G3b/+YqEyBLcsVxp+Pj4/TObb/c+7sWQLgM3PnKnWRkZFMS0tTvdiEEBw5cqRSTktLY0REhCrX29ubHdq3V8pt27Shj4+PKjc8PJyJiYlKudett9JgMKhy09LSGBAQoGQjHTxoEAGoKqFbbrmFRqOR3x8/7sRVSyA2Yfx4AuDaNWuUMQDgDydOuHFfWblSyUb65YEDbN2qFQGoZj398sABCiGYmpLCec8+y5TkZAoh+PVXX7lxz509S29vb1qtVvbv358RERGUJEm133KbjXXr1qUkSWzcqBF9fHxoNBpVx0tZZu9evQiAwcHBNBgMtFgs/On0aVXuzBkzFCMdAAMCAjSz0L6+fj0lSVLmqqioKJ4vKlLlfpGdTV9fX4Wbkpysmb33x1OnlKyvANiyZUvNhGvni4rYJD2dBoOBRqORvW69VfV6qC0DIza2GRcvZo1IdQyMK9SfCZXnsKtL/XQAv1XR9hSAp1zq2lb21/gKDIwJVRhDj16rBsbtAGyO1hkq3p8hA0i6UgPjxIkfaDAYGB0dzalTpzIxMYlCCO7bt9/tuj527DsKIZicnMIVK1ayTZu2ThO7oxw9+i2FEGzevDmzs7/gXXdVrH6WL1+u2i8qV8llZZe5ZMkLmgo7N/ckAfCOO+6gLJOffvoZJUlSyo5SUPAbAfC++/6hlC0WC9u2befGLS29ROCPVOo2WznDw8OZnJyidn9TCOGUdv3GG29kRESEKtdoNPLee+9Tyr1799E0BLy9vZ1Sv0+cOJGSJKlyg4KCnJTowoWLCEDVaIiNjWV6ehOl/NZbb2saDTfccIOTUWM3BD788CM3bpcuNzMwMFApl5RcJAAuXbrUjTty5EiaTCalbLOVUwjBKVMeceM++eQcAnDy9FgsFqdzYxe7UXPixA9KXWhoKFu3bqOU7f/8dPo0AXDDhg1KXUpyMuvXr686kQPgE48/rpQ7dujA4OBgVa6XlxdH3XWXUh4xYgRNJpMq19/fn927d1fKTzz+eMUKTIVbp04dZmZmKuV1a9dqGg2pqalMcjBcvjxwgAD42aefunFbt2rF8PBwpXyhuJgAuHr1ajfubX370tfXVymX22wEoJqhdML48ZQkSVGOl8vKKEkSH5gwwY37r0UV16x9dX+xpIRGo1E1rfoH779PAEpq+98LC+nl5cU+vXu7cXNzcpw8SD/n5dHLy4tdu3Z1414qLa0w+jt3JmWZ3xw5QqPRyM6dOqn+HiaTiQkJCTxfVMSPt2+nwWBQ2rpKYGAgAwMD+fH27fzPv/9NSZKYlZWlyo2Li6PZbOaC+fM5efJkCiHYu1cvVe4NN9xASZI4ZswY3j64YhF1++DBbrzaNDAWLWKNSE0bGJU68RiA5Q5lCcBBAKuraLcUFUGeBoe6xZWGh7gCAyMGQAcXWQng98r/4z2Oo5YMi7RKY2Fo5aAXV5bbO3C8ABwG8AUqXEG3AzhT1YnTMjBmzJhJIYTipi4ru0yj0ai6Upw9e7bqpK+m3OfPX+Cm7Pz8/NizZ0837rJlL7r1GxISwg4dOrpxN216kwCYl/ezUhcdHc2MjAw37t69+wiAe/fuU+qSkpKYkpLqxrUbI2vWrFXq0tObMDY21o1rs5UTAB97bIZS17JlS4aGhqrNBfTy8mK/fv2Uctu27ejn56fKDQwMZKNGjZVyu3btaTabVbn169dnUFCQktq+ZcuWNBqNqtz27TvQaDTyq6++ps1WzmbNmlGSJFVj5J57KlJGL1v2Is+ePadMZoWFv7tx7Z6GUaPu5qeffqZsP6h5ibZt+5AA2K5de65f/zqbNGlKIQQPHPjSjXvs2HeUJIlJSUlcvnw5W7duo2nMFhWdp8lkYlhYGBcvXqJsazgaOY4NAgICaLVa+fyCBRw+bBgB8KFJkzxO+s/Nm8dJDz5IIYSqQrNP+kajkc8vWMAF8+fTaDSySXq6Krd1q1Y0GAx8cdkyvrNlC319fRkZGanK7dq1KyVJ4ubNm/lzXh5jY2NpNptVuX1696YkSfzs009ZbrOxY4cOFEKorrDvuOMOSpLEw4cOkbLMR6dNIwB+eeCAG3f06NGUJEkxBD7evp0A+MrKlW7cKQ8/TCGEsiXxy5kzFEJw6tSpbtzn5s0jAP5eWEjKFYaL2WxWVZZ2L4qdS1lmcHAwO3bo4Ma1GyN2Tw5lmfHx8bzxxhvduIcPHSIA7tq5U6lrmJamanT+mp9PAHx9/XqlLiMjg9HR0W7cy2VlBOCURr1tmzYMCwtT/e3UjNmgoCBVrhCCEydOdOIGBAS48a5jA+N2AOUAHgXQsVK5XwTQyIHTvnKx7qhfEwEUA3itst1kAJcB3O3Sf/tK3fxUpa7+R2U5zcOYZqIi3qTq8deSgTET6u6UHS68GFS8+6IYFXs6SwD4XI2BYTcazpz5RZmsDQaDsupXUyZ2t3VBwW+UJImjR492465ZU7HKev/9DyjLFfECkiSpbpPs2rWbADh//gIn5TJ06DA3rt2DYf9sz57PNT0YJSUXK9ypjRuzpOQiN258g0II1VWwLJNWq5VBQUF86623OWvWLALgkCFDVLnJyck0Go2cMOEBZRtm5MiRqtz+/fsTAFu1as3MzEwC4D//OVaVaz/H4eHhirt06tSpqty9e/cpLlJvb2/N7Qb7bxUUFEQASizI4sVLVLk2WznT05so158QgsuWvajKlWVyyJAhCleSJFUvleP1ZncvGwwGLlnygiZ3zZq1SryIwWDgnDlPaXJ37txFPz8/ZQwTJ050+tyx8M2RIwwLC1OObfCgQeqdyhUej5iYGOX4WrVqpem2Pnf2LOvVq6dwExISVL0MlCtc3AkJCQo3ICCA3x49qsq9WFLCuLg4hWs0GvnOli2q3AvFxYyMjFSOzVVpuY4hMDCQQgharVYCYI8ePVS5vxUU0MfHh15eXkxKTKQkSYyOjlZ1y/+cl0eTyUQ/Pz92796dfn5+NJlM/Dkvz43746lTNBqNjIqK4vTp05WYkE927FDtV5IkJicn88Nt2zhy5EgC4KKFC1V/CyEEMzMzeam0lK+9+ioB8O5Ro9y4dg/GLbfcQsoVMSFaHgy75+a2vn2Vc+jn58fGjRurnjchBIcMGaK0rVOnDuPj41W5kiQ5bcc1aNDAycPkyr33nnuU8k033aRqjNSmgfH886wRqQ0Do1JPjgbwPYBLAA4A6OzyeYfKe6qDS30bVMQ6lgLIBTBOpe8dGrp65jVrYPx/iKuBcebMLzSbzQwICODAgYMYFhZGg8HAY8e+c7uuHQPv2rRpS6vVSi8vL9XASZutnHFxcZQkiYmJSUogoH2v3lXs2y3BwcGUJIn+/v6qK2ZZJu+77x/KRGtXxloxGMuWvegUB5KYmKgZFLpv336n/dIWLVqorvBluSImIC0tjZIk0Wg0sk+fvppcm62cI0eOZHBwMENDQ92Un6usXr2aTZo05Y033qhpBNjl2LHvOGzYcPbr108zXsQuJSUXuWDB85w+fTq/+uprj1xZrjDe1q5d5+Qt0pLCwt954MCX1Qr+tdnKNa8DNakqiNe1b7V6tcorCaS7ksC7C8XFVQYJ2uXHU6f47dGj1QoU/Hj7dm7YsEHTaHEc6wtLlvDRadO4b+/eKsc6ZswY9u7Vi/9atMgj9+e8PHbp3Jmpqans37+/EhOiJocPHWJSUhIDAgKYlJSkeEnU5MNt25QYMG9vby5fvlyT+9qrryr3PQDVrRS7LFq40Oneb5iWpnmeZzz2mNOc4u/vrxmDcf/YsYpR6OXlRYPBoBpfQlnmsKFDCYB169ZVDPw3N21S5dpjYDIyMpiUmEgAXDB/viq3fbt2FEKwR48ebNO6NQFwwvjxbrzaMjBiYppx/nzWiNSWgfFXFkESf0VkZGRw//5sp7qDBw+id+9eyM/PR1BQENauXYc2bdqotj9z5gz69OmNnJwchIWFY926dWjYsKEqt6ysDMOGDcWhQ4cQFVUH//3vf1GnTh3NsT3xxOP45JOdiImJwaJFi+Dv76/J3bp1K7Zs2YLY2Fg89NBDMBq1X01y6tQpfPjhNkRHx+Dmm2+GJHl+yvjUqVMIDg6G1Wr1yNPx14Gek+TvA1mWkZOTg+joaFgsFo/ckydP4sOPPkLd+Hh07uw519WOHTuwceNGhISEYPLkyfDx0c4fuWLFCqxdtw5WX188/fTTSEpK0uTOnDkTGzZsgMViwROzZ6NblvoLl2VZxj333IN3tm6Fl5cXHpw4EePHj1fl2mw29OnbFzt27IDBYMCdw4dj0aJFbryMzExkZ2e7P6v9PyI2NoMTJ2ZXTawGJk4UX5DMqJHO/ib4WxkYOnT83aEbGDquR9SmgTFhQs3okUmTdAPDFX/mmzx16NBxBdCNCx06ahbkNZ/s7C+NPzMXiQ4dOnTo0KHjbwrdg6FDhw4dOq5b6B6M2oNuYOjQoUOHjusWuoFRe9C3SHTo0KFDhw4dNQ7dg6FDhw4dOq5L6EGetQvdwNChQ4cOHdctdAOj9qBvkejQoUOHDh06ahy6B0OHjmsQsixX+abWq+Hq0KHjD+hbJLULfVbSAaDi1ekHDx6EXMXdJssy1q9fj4ULF+L48eMeuaWlpZgy5WEMHz4c69at88gtKChA37590bLlTXjggQc8juP48ePIzMxAfHwcbr75ZhQVFWlyDxw4gPr1ExAQ4I/U1BSPY969ezciIyNgNpsQHh6Gbdu2aXJ37NiB4OAgGAwSrFZfvPzyS5rcnTt3IjAwAJIkYDabMHv2bE3u3r17ERQUCKPRAKPRgHHjximfEc4vMjxy5AhCw8JgMBphMBpx5513avZ76tQpxMXHQ0gSDEYjBg4apMktLCxE48aNYTAa4WUyof+AAZrcsrIydOnSBRZvb/j4+uKOO+7w+Nvdd999CA4JQUhoKMaMGfN/7J17fEzX/v6fNXtuud8kMiJCJEEicUkIcb8UlZQoymlRrSpF0VLVlqoebSnVulUp5bSUqlajjktdGlQVKepSh5REhIZGEBGRTOb5/ZHMPom9d/TbH6e3/bxen1ey17xnzZp9W59Za808mhwAzJ8/H+EREagbFoZXXnmlSnbXrl3o1KkTWrdujaUffFAlm5OTg9GjR+Oxxx/Hjh07qmQdDgdWrVqFefPmISMjo0oWAC5duoTDhw/DbrffkdX1x5DDcXdCl4p+bzOU3xq3m50549KlX7h06QdcufJjTeMwZ5w8eYovvvgip0x55Y5GWLt3f8N+/fqzf/9/MC3t+yrZ1as/YcuWLdmiRQuuXPlxlezMmbMYEhLC4OBgPv/8xCrZkSNH0d3dna6uruzc+T5N8yy7vZRJSUmyQVJISAizs89rsk2bxspGSlarlbt27VZli4puVXLDrMrJND//umyK5HQS1XJpvXTpF7q6uspulACodXyzs8/TbDbTxcWFTZo0pSRJDAgIUN0XGRmZNBqN9Pb2ZlJSEt3c3Gi1Wpmbe1mT9ff355NPDqPNZqPBYOCJE/9RbYPRaGRgYCBfemkSI8udM1NTdyrY3NzLNJlMDAgI4IwZb8pmeGvWfKpgCwtv0mq10tfXl2+//Q4feKBHmcvm3Hky4/yn1G6nh4cHPTw8+Pbs2ezfrx8BcMrLL6uePIGBgbRarZw6darsGjt69GhVtp7TYXfMGPZ76KEyG/vHH1dl27RuTSEE+/bty+7duxMABw0cqMo6LeUTEhKYkJBAABw8eLAq+8brr8vmWhEREQTAp4YPV2W/XL+eQgi6ubnRz8+PADjx+edV2VMnT9JisdBgMNBsNhMA35wxQ5W9UVAgn4/O8/2DpUs1L9AO7dvLrMlk0nSKpcPBCRMmUJIkAqC3tze/27tXk/10zRr6+fnRarUyLCyMZ06f1mR/PH6cMTExtNlsbNO6dZWGcteuXmWv5GQ2adyYjzzyCG8VFWmypXY7X3zxRfbs0YNTXn75jqZ2q1et4jNjx/KjDz+skqPDwUMHD/LdBQuq3Af3yuzMZovlyy/zrgR0szNF/O4N+K2h1gGlpu6kyWSqZB2t5pDqcJApKSk0GAyy5bfZbObBg4dU2Q8//EjuKM1mM4UQXL/+S1V2zpy5spuq82Y3a9ZbqqzTSj0sLJyRkVFlN/IhT6iyY8aMJQC2bduOPXsmUwjBhIQEdGtETQAAIABJREFUVfbxx4fIN++pU6fSYrGwZs2aqmz//v+gEIIzZ85iaupO+vv708XFRZXt06cPDQYDN23azOLiEsbGxlIIoZrIOVmn2+mQIU8QADMyMhVsv379KUmSfKwWL36fAFQTnUGDHqUkSbKL6d693xEAly1brmBHjhxFg8Egu9lmZ58nAFW79BdffJFCCJktKLhBg8HAMWPGKthZs94iAOblXaHDUZakWSwW9u//D81zJyfnolzm6enJrl27KtitW7cRAI8cOSqXVa9enc2bN6/E0VHWUQKo1ImFhoayfr16igN3PT+fALho0SK5LDo6msHBwaodCQBOnjxZLmvRogWrVaumeuOXJKmSdXjHDh3o6empylqtVnbv3l3e7tq1K11cXFRZLy8vNmncWN6+//77aTabVdmaNWuyRo0acqd3X+fONBqNqmx0dDTd3Nx4MSeHpXY7ExISKEmSKtutWzdKksSdqam8VVTEhlFRlCRJtXMdPXq0vN++2b2bwcHBNJlMqp32okWLCIBdunThrJkz6evrS6vVqupcuzM1lUII1q5dm4888ghdXV3p7u6uyp7NzKTJZKKbmxvj4+NpNBrp5+en2oYbBQX09vamJEkMDg6mEILBwcGq763Ubmd4eDgB0N3dnQAYWYWja+dOnQhATqBat2qlytHh4BNDhlSyCe/Zo4cqdy8TjEmTeFdCTzCU8ZeaIklO7gkfHx/k5FzEkSNHcevWLdx///2q7MCBA1GzZk3cuFGIixcvwcXFBb16JauyI0Y8hYiICNy4UYj8/OsICgrCkCGPq7KTJr2EmJgY5OZexi+/5KJJk6aYMuVlVXb27NmIjY3FqVOncOzYMSQlJeHDD/+lyq5Y8RGaN2+O1NRUrFu3DiNGjMTevXtV2Y0b/424uDh88MEyTJ78Mt54Yzqys7NVh22//XYPYmJiMG7cOLRt2xbvvbcIN2/eRE5OjoI9cuQowsLC0LVrVxiNRrz77kKQxLFjxxTsmTMZqFGjBmJiYgAAU6ZMKa/jBwWbk5MDb29v1KxZEwAwaNAgAMDp06cVbH5+PqxWK6pVqwYAaNKkCYCyKZbbVVRUBIPBILvJ+vr6QgiBmzcLFazDUebz4VzL4PxLKsc+zWaz3BagbJqgtLRULq8oV1cXAEB2drbMFhcXw2JRumc6XXed0zgOhwM3btyA1eoiM04/Eg8PDwBAZmam/Nj169dhUXHldLbr5wsXKrEmk0nBGgwGCCFwvcK0082bNyFJkoKV21Rh/YcQAqS6Z4rD4YCfr6+87efnpzmdUlJSgtC6deXtBg0aaE47XL9+HTExMfIxu++++zTZixcvoknjxggICIDBYMCwJ59EaWkpioqKFOyJEyfQsGFDtG3bFmazGW/OnInS0lKcO3dOwW7ftg2hoaF4depUtGrVCp9/9hlKSkpw6NAhBbt8+XL4+/tjy+bNGDduHL7ZvRtFRUXYvXu3gn1z5kxYrVac/uknrPjoI+zftw8FBQXYuHGjgp08eTIcDgeyz53Dd3v3Yu+33+Ly5ctYuXKlgn3llVdw7do1/HD4MLLOnsW2rVtx7tw5LFmqnOp75513kJ6ejpSUFFzPz8ena9bgxx9/xKJFixTsqlWrsG37drw5YwbsJSVYMH8+vtmzB4vff1/Bbt26FUuWLsUTQ4ag1G7HpJdeQsr69Vi2bJmCvVci9SmSe6m/VIJx9epVjB49GgEBAWjYsCG6dOmKs2czVdnr169j4MBBcmfVpUsX/PLLL6rszZs3kZSUBIPBALPZjI4dO2nO+xcVFaFZs+bydnx8PIqLi1XZkpIS1KoVIm+HhYWjtLRUlXU4HDCZ/tuBubi4qHIAYDQaK7Xv/PnzAKC6ENDd3R3nzp2Tb/Q7d6YCKOuMb5fNZkNmZqacfLz33sLydocp2MjISJw/f16e43766acBALGxSrPBjh074PLly5g2bRpyc3PRsWNHCCHQvn17BduvXz/cuHEDycnJ2LBhA2JjYyGEQI8ePRTs448/DrvdjpiYGEyfPh0NG0ZBCIEBAwYq2KFDh8JgMCA8PAwjRoxAeHjZexo2bLiCHTBgAFxcXNCwYRT69XsIderUhsPhwPjx4xVsUtID8PHxQatWCUhM7I6QkFq4desWJk2apGBjY2MRFBSEhx7qi/vuuw/BwTVx48YN1fUHgYGBqBcRgadHj0anTp1Qu04d/PLLL5jysjKZNZvNaNK4Maa++iq6dOmCBpGRyMzMxITnnlOwQNk5O2fuXCQ98ABatGyJH374AUOfeEKVbREfjyVLluDhhx9Gz549sX3HDtVjAQDN4uKw8uOP8cwzz2DM2LFYtWoVmsWpm0/GxMTgiy++wDvvvIOlH3yA+fPno06dOqpsvXr1sG3bNmzZsgXp6emYPmMGvL29VdlatWrhQFoa0tPTYbfbMXPmTJhMJlW79ICAAJw6dQp5eXkAIHd8QUFBCtbTywsXL16Ur3Xn+h011mI2o7CwUL7mMs+eBQA5Ea6o0tLSStetM7EsKSlRsAUFBbBYLPJ7dyb3V65cUbAXfv4ZFosFUVFRACBfc+eyshTsf06ehMlkQo8HHgAA9OnTB0ajESdOnFCw3+3bB0mS8Fz5uTVixAiYzWYc2L9fwW7bvh0GgwHvv/8+DAYD/vnPf8JqteLrr79WsLr+pPq9h1B+a6hNkZjNZsbHx9PhIIuLSxgYGMgaNWqojs65ubkxLCyMxcUlvHr1Gv38/DSnEfz9/enn58dLl35hVtY5enp6MiQkRJUNCwuj1Wrljh1fMzV1J11cXBgaGqrKtmrVmgaDga+99jrnzp1Hk8nEiIgIVXbw4MEEwN69e3PYsOE0GAyMjo5WZWfPflsexuzQoSOFEGzZsqUqu2PH1xRC0MvLi3Xr1iUAJiYmqrJZWedotVppMBjo4eEhT8OosUVFt1izZk0CoMFgIABOmDBBa6SUnTp1rjTXPXPmLE322WeflVlJkrh06Qea7JIlS2i1WgmArq6uXLt2rSa7Y8fX9Pf3p9FopK+vLzdt2qzJnjjxH4aGhtLFxYU2m43btm3XZHNyLrJx4yb08vJicHAwt27dpsnm519n69Zt6Ovry1q1aimm4ipu3Cws5H2dO9PX15dBQUH8eOVKzaHoW0VF7NatG729vRkQEMC5c+ZosiXFxezatSvd3Nzo5eXFCRMmVFlv+3btaDababVa2bdvX82h85uFhfK0mhCCzZo1483CQlX2en4+w8PC5ONss9l4Pjtblb2Sl8eAgIBK64i05vPPZ2fLw/zOdmitq/gpPZ1ms5mSJMnn+4gRI1TZQwcP0mAw0M3NTW53QkKCKvv1jh0UQjAoKIjdunWT1/Oo7bcv168nADZq1IjPjR9Pb29vWq1WXrt6VcGuXbuWANi1a1euXrWK9evVo8FgUF2z8fHKlQTAJ4YM4dnMTCYlJREAv92zR8F+9OGHBMCpU6eSDgdffPFFAuCna9Yo2OXLlhEA31u4sNJz582dq2CXLFlCAFy7di3pcHD3rl2K6Tln3KspksDAWE6cyLsS0KdIFPG7N+C3hlqCMWPGm/I8ocVioRCCW7Z8pXpvXLVqNYUQlCSJBoOBRqORe/d+p8ru2fOtvCDMeQM7evSYKpuZeVZe3IjyBVxq6w4cjrJ5/gYNGshscHBwpbn6imG3l7J37940m800Go1s2jSW+fnXNTuqmTNnMSAggD4+PuzRo6fmglCHo2ztSmxsLOvXr89x48Zrco7yznLQoEeZmJjIJUuWVMna7aVcsOBdTpz4gubC0Ypx5MhRrl279o4Lbp11Z2efp91eekf2rxS/ewP+x3E9P5+Xc3PvyJUUF3Nnair/vWEDr+fn37HON2fM4OTJk3n0yJEq2XNZWRw4YACTkpL4r+XLq2S/T0tjfHw869erx+HDhlW5EDIlJYVBQUH08vJifHx8lYsxF8yfT1dXVxoMBgYEBPD7tDRN1rmWCOULTVesWKHJOj+0OOOFiRM1WecCXmf0Sk7WZOPj4yst7m7UqJEqV2q3s369egRAHx8fCiFos9lYUlysYO9VglG9eiwnTOBdCT3BUIYg1edL/+iKi4vjgQNpivKUlBS8//5imM0WvPjii4jTGIIFgMOHD2Px4sWwWCwYPXq05hAsUPb1s08++QSSJKF///6qUwhO2e12HDhwAA6HA/Hx8TAaq/65keLiYtjtdri6ulbJ6dLlXIOhS5eWHA4H8vPzNaeJKiorKwvHjh1D06ZNERgYWCW7detWpKWlIT4+Hh07dqySfffdd3EgLQ2NGzXCmDFjqmzr888/j0OHDiEiIgLvvPOO6lqmuGbNkJaWJlSq+P9SYGAcH31U2Y/8Fr35pviepHaH8zfUXy7B0KXrryw9wdD1d9S9TDAGDrw7/cisWXqCcbv0X/LUpUuXLl1/W+nfALl3+kt9i0SXLl26dOnS9ceQPoKhS9efRPr0iC5dd1fUvUjuqfQEQ5cuXbp0/W2lJxj3TvoUiS5dunTp0qXrrktPMHTp0qVL199SzimSP/JPhQshhgoh0oUQRUKI74UQnX7l81oJIfYJIW4KITKEEKNve7yeEGKBEOKEEKJQCHFGCDFHCOF9GxcmhFgkhPhBCFEqhEj9tW3XEwxduv4kut2uXZcuXf//+iMnGEKI/gDeA/AhgPsBHAewQQjR8A7PCwOwBUAGgEQAiwDMFkJU/M3/+wC0ArAQQHcA0wD0BfCVEKJibhBV/vip8vjV0tdg6NKlS5cuXX9MTQXwL5L/BAAhxE4ATQBMBDCgiuc9B+ACgAEk7QB2CCFqAZgihFjKsh/AWgVgAf/7Y1ipQohslCUmbQDsLC//kmRK+euvBVDt1zZeH8HQ9beQlmunGnf69GlNg7qKKigowDfffIMLFVxKtZSbm4svv1yP48eP35HNycnBmjVrcODAgTuyly5dwtq1azWddSsqPz8fGzZswMGDB+/IFhcXY+/evaqOtmrKzs7WNAC8XQ6H41cfD1267rX+qCMYQohQABEA1jjLSDoAfIqy0YyqdD+Az8uTC6dWA6gJoGF5XZep/KVNp/1vwG2v+ZukJxh/EGnZS9+unJwcfPPNNygoKLgju3nzJrz11ltIS6v6l+ocDgfeeOMNDBo0CAsXLqySLSoqwqBBg5CQ0BJPPPFEle3OyclB69atERJSC61bt1K1gHfq+PHjCA8Pg4eHO2rXDsG+ffs02V27dqFaNT8YjRI8PT3w8cdKO2qnUlJS4ObmCqNRgslkxLRp0zTZFStWwGIxIzw8DFarBcOGPanJLlmyBN7eXmjbtg1q1gxCcnKyJrto0SJUrx6Anj17Ijq6zP67qnqDgmqgf/9+iI9vjtjYWM3OeMWKFbDVqIG+Dz2EhFatEB0drcmuW7cOvn5+eKBHD8TGxSGqYUPNY5eamgoPT08ktGqFsPBwxMTEaLKHDx+Gp5cXgmvVgpe3N5o1b67ZhqysLNQMDoZkNEIyGtG5c2dNtqCgAE2bNoXRZILZYkH//v1VOaDs/O3Tty+8vL3h6+cnO3lqaerUqagbFobwiAjMmzevSnbdunXo0KEDOnbsiA0bNlTJnjhxAk899RSGDx+Ow4cPV8kWFBRg6QcfYOHChbh06VKVrMPhwMmTJ3Hw4MFfdZ9wOBy/+n7yd9cffA1G/fK//7mt/AQAXyGEv9qThBBuAII1nlexXjUllP/98f/QTm393mYovzXUzM4cDvL48R/ZufN9bNasGadOnVqlR1Jq6k42bBjN2rVr85FHHqnSOGv16k9os9no5eXFhISEOxqNubq60mg0MiQkhOnpP2myY8aMld1G3dzcqnTl7N27dyXH0QUL3tVkExISKpkTjRgxQpWz20sZVu7+6HQdbd++gypbVHSL/v7+NBgMDAwMpBCCtWrVUt1v+fnX6e7uTrPZzCZNmtJsNtPNzY1Xr15TsJcu/UKLxUIPDw8mJ/eir68vjUYjT58+o2Czs8/TaDQyICCA48c/x/DwcAohuGfPtwo2M/MsJUli7dq1uXDhe2zbth0BcN26LxRsVtY5GgwG1q9fn1u2fMVHHnmEALho0SLVNgghGBMTwyNHjnLcuPEEwNdff0P1vQkh2LhxY2Znn+f06TMIgOPHP6dgr169RoPBwJiYGObmXubChe8RAIcNGy4zzn9uFRVRkiTWr1+fv1y6xOXLllEIwUEDB6qaShmNRtauXZuZGRn8YOlSCiHYv18/1ZPHxcWFgYGBPLB/P+fNnUshBPv27avKent708vLi59/9hn/+eqrVbJBQUG0Wq2cNXMmR40cSQB8+OGHVdmGUVGUJInDhw3jg716yc6famyXLl0IgJ07dZKNtp599llV1vm64eHhrF27dtlxe+01VXbB/PkEQC8vL3p6ehIA31+8WJXdtnUrDQYDJUmiJEkUQvCLdetU2Z/S0+nm5iZfmyaTibt37VJlr+fns1atWjLr7u7OY0ePqrKldjvbt2sns0FBQTyXlaV5A3xq+HBarVYajUbGxMRUabg2b+5cBgQE0Nvbm127duWtoiJNdvOmTYyKjGSdOnX4xJAhVZq+HTt6lJ07dWLz5s35z1df1eTuldlZtWqxfOIJ3pUAkAkgrUI8+f/TNgCPlB9L79vKO5eXR2g8L6j88eTbyo3l5artAuCKsiQktYo2ra3qcQX/eycKdzPBOHz4B0qSRKvVSpvNRgDs2TNZ9ZzdvfsbCiHo4+PD6OhoAqBW0rJhw78JgCEhIezWrRslSWJwcLBqx7pixQoCYNOmsRw5chRdXV3p6enJoqJbCnbRokUEwAce6MFFixYxMDCQJpNJtROeNestAuCYMWN55MhRNmnSlEIIZmaeVbDTpk0jAM6fv4AOBzlgwEAC4P79BxTsyy9PIQCmpKTQ4fiv1btaJzx58mQC4L59++lwkFu3biMAzp07T7NeZ3J1+vQZAuBLL03SbK/TRdXZ0Y4cOUrBOh1z8/Ku0OEgi4tLaDabOWDAQAX79tvvEAALCm7IZa6urkxO7qVgFy9+nwBYWHhTLvPy8mKXLl00j3HFJLNatWps06atgl237otK783hIG02G5s1a6Zgt23bTgA8ceI/cllISAhjYmLkbec/B/bvLzum+/bJZeHh4axfr57iBP7PiRMEwO3btsllUZGRDA0NVbAXc3IIgJ9/9plc1qRxYwYHByvYGwUFBFDJ7rxZs2a02WwKtqS4mAD41qxZclmLFi0YEBCg2qEIISq5eyYkJNDPz0+VNRgMfOyxx+Tt+Ph4+vj4qLJms5ndunX7b8fVtCm9vLxUWXd3d0ZHR5OOss67QYMG9PT0VGUDAgIYGBjIm4WFvFVUxJCQEM16w8PD6erqyp/S03k5N1d2PVZjExISKEkSV6xYwa937KCHhwf9/f1V2X4PPUQAHD16NN+aNYsWi4VBQUGq7MTnnycAdunShUOHDqXRaGRYWJgq+/7ixQTA+vXqsXOnTnLCrMZu3rSJAOjn58eoyMiyDyzt2qmyPxw+rLhfP9irlyr7J0kw7uimCsALZSMIVcZtCYbXbXXcV14efocEo6dGgjFU5TkCZWsyLgMIvVsJxp92iqT8zVbS0KFPwGq1Ijf3Ms6fv4AxY8YiJeUL1emEZ54ZCw8PD1y8eAk//HAEM2a8ie+//151GP/VV6fC29sbp0+fwcaNm/Dhhx/h3LlzOHnypIJdsGABfH19kZaWhnnz5mHLlq+Qn5+P7777TsF+9NEK+Pn5ISUlBUOHPon9+w+gpKQE27dvV7AbN26Er68v3n77bTRs2BB79uwBSWzbtlXBfvvtt/D09MSIESMAAMuXLwdQNrVwu3788ThcXV3xwAM9AABjx46FEAKHDh1SsOfOnYPFYkGzZs0AAJ06dYLBYEBWVpaCvXr1CiRJkh1qQ0JCYDQaceVKnoK9desWhBCy+6OrqysMBgOKiooUrMlkAgD5MbvdDofDAaNRUrCenp4AgDNnzgAoG5YuLi6Gm5vStdbfv2y0cffu3eXtv4obN27Ay8tLwdasGQwA+PzzzwGUra+4evUq/Pz8FKzz/X/88ccym5ubK79eRdWtW7ecLZvyycvLw88//4xq1ZRsaGgoAGD1J58AKFtfce7cOdU2BAUFASgb7geAwsJCnM3Kgo+Pj4J1HoOtW8vOK7vdjsyzZ+Hp4aFgrVYrACDt++8BlA3NZ2dnw8XFRcEaDGW3mszMTLnscm6ufDzVdPPmTfn/W7duyXXcLpKV3ouHuztKS0tV2dLSUtSvV0/eDq1bV3O9TVFREdq0aSO3v1VCguo5CQDXrl1Dt27dYLVaYTab0Ss5WXMa8/z580hMTETdunXh6+uLJ4cOxdWrV1XZ48ePo0uXLnjk4YfRvn17vDBxIn755RdVdvuOHWiVkIA577yDZ599Fv989VWcP39edRrqoxUrEN2wIbZs3ozFixbhtWnT8NNPP6nui+kzZiAkJAQnTpzA1q1b8erUqTh8+LDqvhg3bhz8/Pxw6eJFHDt2DC9MnIjUnTtRWFioYB8fMgRWqxWXc3Nx4fx5PD1qFD5ft06VvVfi/36KpC/KRgnuFABwpfzv7ba4zm31k+a/5bc/z+e2xytqBoBeKBv1OFP1W/g/6PceifitERXVUJHohoWFs0GDBvJ2aupOAuDRo8cUbIMGDRgaGipv7979DQHw4MFDCrZx4yYMCgpSsM5P8hUjISGBPj4+8vaOHV8TAHfv/kbBdunShS4uLvLoxqZNmwlAdZqkb9++NBqNzMm5SIeDXLPmUwLgli1fKdiRI0dRCCG3b/78BQTATZs2K1jnkP3SpR/Q4SAnTnxBk129+hMC4PDhTzEv7wr79/8HAXDr1m0K1rmPWrVqzfXrv2Tr1m0IgKmpOxXsyZOnaDAYGBISwqlTp7JevfqV2l8xnNMpnp6eHDBgIG02Gw0GAw8f/kHBFhbepLe3N81mM9u370Bvb29KksSTJ08pWLu9lDVr1pSnKFxdXWkymZiRkan2gYpRUQ0phGBoaCgtFgvNZjOzss6pss7pqho1atBkMtFisWiyXbt2JQBWr16dJpOJZrO5Uhsqwj179CAABgQE0Gw202Qy8dTJk6qfAJ3TDDabjVarlZIk8YfDh1XZXsnJ8oidu7s7hRDcmZqqyiYmJhIAGzRowICAAALg2rVrVdmOHToQABMSEhgeHk4AnDd3rirbvHlzCiHYKzmZbduUnTvjx41TZZ3TKc8++ywHDx5MAOzdu7cqGx4WRrPZzCVLlvCdt9+mJEls3ry5KlurVi26ubnx0MGD/D4tjS4uLqqjPnQ4WKNGDfr6+vJybi6v5+czMDCQvr6+qmxgYCBtNhtvFRWx1G5nTEwMXVxcNNk6derI0wyJiYmUJEmVtdlsjIiIkLefGj6cQghVtmbNmoyMjJS3naOIJcXFqvuhYVSUvL1kyRIC4LWrVxVsnTp1KrFfrFtHAKpTNaGhoYyq0Ibt28pGRP9z4oSCvVcjGH5+sRw8mHcl8CtGMP4vASAUZSMOXW8rnwzg8h2emwXgjdvK2pTXF31b+TMAHAAe+hVt+vtOkTzyyCMUQnDx4veZkZHJ0NBQGo1G1amMZ599Vp6rXb/+SwYEBNBisaiyzmmDxMRETp8+g56ennRzc2NxcYmCXbt2LQEwMjKKgwcPptVqpY+Pjyq7f/8BCiHo5+fHtm3bUZIk2mw21TZcuPCz3JGFhoZSCMGIiHqqnVRR0S0GBARQCCHPHScktFJlHQ4yNjaWAOS1IL16PajJDhw4qNLajlGjntZkp0+fIdcphFBdo+CMlJQUuTNzcXHh8uX/0mSPHDnKkJAQWq1WBgQEqCZDzsjJuci4uDj6+fkxPDxcdZrIGYWFN5mUlMTatWszLi6u0lTF7WG3l/Kxxx5jVFRDtm/fgVqJiJMdN2484+LieP/992smF854+eUpTEhIYFJSkmIK7HZ42rRpTEhIYGJiIs+cPq1dqcPBf776Kps3b87OnTppzuM748UXX2R0dDRbtmzJb/fsqZJ9etQoubNISUnR5Ertdv6jf3/6+/szKCiIc+fM0WRvFRWxU8eOdHV1pYeHB58eNUqTvXb1KqOjoymEoCRJvK9zZ815/58vXJCH4wEwLCyM1/PzVdlTJ0/S3d1dZj09PTX38f59+2gymeRz3Wg0VpqSqhibN22iEIJms5kuLi4EwPcWLlRlndNxPj4+DAoKIgDNfTF3zpyy9SVhYfJalPs6d1Zlp7z8MgGwTevWfPjhh+X1PGrs2DFjiPL1MtOmTZOvOzV2yOOPEwBffPFFpqSk0NfXl25ubqps/379KITgB0uXMjMjg3Xq1KHRaFQ9dn/HBKO8Qz8JYEmFbQOAIwBW3OF5i1C2yFOqUDa/PPEQFcoeLk8unvmV7fn7JhjFxSVs2DBaviFIksS1a9dq3hvvv/9+mbVardyx42tNdvTo0ZQkiQBYrVo11U/Mzliw4F16eXnRYrEwPDy8yg4lNXUn69atS39/f7Zp07bKxaOZmWfZoUNHRkZGceDAQapJizOKim5x5MhRTExM5GuvvV5V/0CHg/zww484YcIEeS1GVXHixH+4evUnVS5edYbdXsrs7PNVLqDV49fH796Av0hcycvTTCwqxs3CQm7cuJGbN23izcLCKtnz2dn856uv8pUpU5iZkVEl+31aGvv368cHe/XiV1u2VMmmpKSwWbNmbNSoUaU1LGoxb+5c1qxZkwEBARw4YECVCyzHjxtHNzc3Wq1WxsfHV7k/+j30kPxhISgoSPP9ldrt8ogTULZw/bu9e1XZkuJieZ2G835dce1PxbiXCcagQbwrcY8SjH8AKAUwCUAHAMsB3ATQsALTDoAdQLsKZWEACgB8XP68CQBKADxx2/OKAWwG0OK2qFmBcwXQpzz2ouzHvpzbrlW1X5RX8KdTXFwcDxxQ//rl4cOHc8zUAAAgAElEQVSHceHCBbRu3Vqeh9dSUVERLl26hFq1at2LZurSdVelO6rq+jOosLAQeXl5qFmz5h3ZgwcPyl9p17pfxzVrhrS0tLv+U7Z+fnHs3r3qr/H/Wq1YIb4nGXdXKqsgIcRQAM+j7KunxwE8R3J7hcfbA/gaQAeSqRXKWwOYDSAGQA6A2STnVnj8FQBTNF52KslXyrnaKPtFUDXVIZmp2fa/YoKhS9dfVXqCoevvqL9zgvFnlv5T4bp06dKl628r/Udl7530BEOXLl26dP0tReoJxr3Un/Z3MHTp0qVLly5df1zpIxi6dP1JpK+/0KXr7ksfwbh30hMMXbp06dL1t5WeYNw76VMkunT9SUTc9UX0unTp0nXPpI9g6NKlS5euv6X0RZ73VnqCoUuXLl26/rbSE4x7Jz3B0PWHUlFRkezSWZWKi4vxww8/ICQkBAEBAVWy2dnZ2LVrJ+rUCUXLli2rZI8cOYLNmzcjODgY/fr103TwBMrcaTds2ICgoCCMHDkSRqP25bR58yakpKxHjRo2PP/8RJjNZk32yy/XIyVlPQIDq2PSpMlV7o8NGzbgiy++QEBAACZNmgRXV6VTrFNbt27FunXrEBAQgIkTJ1ZZ7969e/FFSgqqBwRg1KhRVbb3xIkT2LBhA2w2Gx5++OEq99mlS5ewfft22Gw2tG3btkrWbrfj8OHDqFGjBmrUqKHJOVVUVASz2Vxlnbp06fof6vf2FLmbXiT3Ouz2UmZkZP4qX43MzLNcu3atqnPn7bF16za+/PIUfvbZ53dk58yZy4ce6seXXppUZTvs9lIOH/4UmzVrxl69HmRe3hVNtqDgBrt06cKaNWuyceMmPH78R002O/s8IyOj6ObmxsDAQK5f/6Ume/DgIVavXp0Gg4EuLi6cNestTXbLlq/o6uoqm0UNH/6UJrty5ceyLwzKTeiq2l9CCJlt2jRWc7+9+uo/Kxm5hYaGavq9PP/8xEoGcTabjYWFN1XZMWPGEgCNRiMB0M/PT9NzZtSopwmAZrOZAOjt7c2rV6/Jj1eEnSZUTtbLy4tX8vJUd8SECRMqtcHb21uTnTp1aqX3Vq1aNU2firlz5lTav0FBQZqeHR+vXCnXCYDh4eGq7p10OLht61b5fQFg8+bNNX01jh45Qh8fH5lNSkrSvIB+vnCB4WFhNBgMNJvNHDFihCZ7s7CQHdq3p4eHB319ffnmjBmabKndzuHDhjEkJIT1IiL46Zo1VV7IC+bPZ0JCAjt17Kjp1eGM7du2ceCAARz25JN39DjJzMjgG6+/zrlz5qi6nVaMGwUF3LxpE3empmoeh4rxy6VLd6zzXsW98iLx8opljx68K4F74EXyZ4/fvQG/NbQSjG3bttPf358mk4n+/v6q1ufOWLnyY9nN0Gq1ctmy5ZrsrFlvyTdSIQSnTHlFk3U6tTpjwICBmqzT8txZd0JCgibbrl17ApDbHBwcrNkBNmjQQLYIlySJHh4elToqZ9jtpbTZbJQkiU2bxtLNzY1Go5GnT59RsIWFN+nl5UWr1crk5F4MCgqiEIJ79nyrYPPzr9PFxYVeXl6cMGEC4+LiZCvv29m8vCs0mUy02Wxctmw5e/fuTQCcP3+Bgs3NvUyDwcCIiHrcv/8Ax49/jgBUj8elS79QCMG4uDjm51/nwoXvEQBHjx6tYHNyLhIAO3bsRLu9lBs2/JtCCD722GOa7AMP9KDDUWZNbzAY+NBD/VTbAIB9+vShw1GWdEmSxOTkXqrvDYBcz9GjxyhJEpOSkmTG+c+VvDy5Xjoc/PH4cRqNRnbv3l1xMlzPzycA9njgAdJR1iFLkqTK3igooBCCnTp2ZKndzgP791OSJCYmJirYW0VFFEKwWbNmLLXbuTM1lQaDgck9eyrYkuJiSpLEiIgIXsnL4+pVqyiEYL+HHlKwpXY7LRYLbTYbv92zhzOmTycADh48WPXC8PT0pKenJ99fvJjDhw2Tj7Eaa7PZaDab+czYsezWrVvZufPyy6psdMOGNBgMTExMZHR0mYmilr28s67ohg0ZGBhIAPxk9WpVdtTIkQRAf39/urq6Ugih6bz6zttvy0mkwWCg0WjkD4cPq7IpKSmVEjg3NzfNhMRpP+9k/f39+culS6rsuawsBgQEyGxERARvFBSosteuXmXDqCgKISiEYOtWrTSTl5LiYnbp0oUWi4VWq5V9+/bVTCLvZYKRlMS7EnqCoYzfvQG/NWJiGinOw/T0nyhJEgMDAzls2HAGBgZSkiRV18/Dh38otzyP4MyZs1i/fn0KIZiW9r2C3bdvPwGwZcuW3LhxIzt27EQA3LLlKwWbmrqTANi7d29euvQLhw9/igC4YsUKBbtly1dEuWW8w0HOn7+AADh79tsKdsOGf1d6bOvWbQTACRMmKNh1674gAK5Z86m8XwwGA4cMeULBOu3lnU6yV69eo9FoZN++fTXZgwcP0eEoc691cXGp1AE647PPPieASvve09OTHTp01GQrus5Wq1aNrVu30Xxv2dnn5TKbzcb4+HgFu379l4p6g4KCqJacbty4kQAq2aMHBwezSZOmmset4nsLCQlho0bKc3Lbtu0EUGkkq06dOoyOjtY8d44ePSaXhYaGMiqqYSWODge/2b2bACp1NnXr1mVkZKTi5vzd3r0EwEMHD8pl4eHhqvbcB/aXnev79+2TyyIiIlgvIkLBHjp4kAAq2bnXr1eP4eHhCvbY0aMEwJ2pqXJZgwYNGBYWpmB/Sk8ngEouo5GRkQwNDVWw57Oz5cS1Yr1qrDMpe3/x4krvTY29WVhIAHz9tdfkstDQUFW21G4nAI4aOVIuCwoKUmXpcFAIwV7JyaSjrJP19/dn3bp1VVmTySQncFfy8ujl5cUIlWNBh4Nubm4MCQnhjYICnjl9mi4uLoxSOR/ocNDPz4/e3t48dvQot23dSpPJxNimTVXZkJAQWq1W/mv5cr49ezYNBgNbt2qlyjZu3JiSJHHChAkcMWIEhRDs1q2bKtupY0cKIdinTx8mJSURAP/Rv78qqycYf874005W/vLLJUXZe++9B5L46afTWLhwIU6dSofD4cD77y9WsB999BGEEDh27DjGjRuHI0eOwmAwYPny5Qr2008/hcFgwO7d36Bbt/uxbds2mEwmrFmzRsFu3rwZBoMBn366FtWqVcO7774Lq9WKzZu3KNhvvtkNIQRmzXoLADBixAi4urriu+++U7A//PADAGDs2LEAgE6dOsHd3R0nT55SsBkZZcZ3Dz74IACgbt26cHd3R07Ozwr28uXLAIDmzZsDADw9PeHm5ob8/HwFW1RUBADymgej0Qij0Yji4mIFazKZAADXrl0DADgcDpSWlsJkUq5T8PHxAVDmgguUra+4ceMGXF1dFGxQUBAA4N//3gAAKCgoQF5enlxHRdWtWxcAsGzZBwCAnJwcXLp0CdWrV1ewDRpEAgBmzy47FqdPn8bPP/+M4OBgBRsdHQ0AePXVVwEAx44dQ3Z2NmrXrqNgY2JiAAATJ04EAKSlpeHs2bOoWzesCvZ5AMCBAweQmZmJ8PBwmXH+2JazDRNfeEGuNyMjA+FhynqjoqIAAJMmTwZQts7kzJkzCA0NVbD169cHAEyfPh0AkJ6ejjNnzqi6DYeVv9aCd98FAFy4cAEZmZmoYbMp2JCQEADAqlWrAAD5+fnIzMyEn5+fgnUen23bywwj7XY7zp8/r+q06Sw78eOPctnly5dhsVgUrHONTEFBgVxWXFysumbDbrcDAHx9feUyVxcXlJSUKFjnddG4SRO5rEaNGrh586ZqvSTRvXt3uU0N6tdXvd4cDgdKSkow+NFHYTAY4O3tjWZxccjNzVWwAHDjxg08PWoUXF1dUadOHbRv3x7nsrNV2cuXL2P8+PGIiopCp06dcH+3bjiVnq7KZmVl4ZmxYzFo0CCMHTsWDyQl4VD5tXq7jh49iqeGD8eM6dOxYP58JCYmYvfu3arszl27MHDAAHy6Zg2+XL8eXbt2xfovv1Rl75VY/i2SuxG6VPR7Zzi/NapXr65IdJ999lkaDAYWFNygw1G2tkAIwfHjn1OwL700iUIIXrjwMx2O/w6nq40IvP76G5U+WWZkZGqyzmF45+jGwYOHCIDPPz9RwTpHBBYufI8OB7lp02YC4OTJkxWs89Otc3h/yZIlBMDXXntdwR49eowA2KlTZ+bkXOTEiS8QAN9++x0Fm5V1rnzKIYIpKSns27cvAXDp0g8UbF7eFVosFvr5+XHKlFcYHx+vOe1RVHRLnk7p3/8frFOnDgGoTlnZ7aWsWbMmJUliQkIr+vr60mAwqI4mORxkTEwMATAsLIwuLi40Go2qo1QOB9m5833yELDRaKTVapWP+e3Rr19/AqC7uzuFEHR3d2du7mVVdtiw4QRAi8VCAPTx8VGdgnI4yHHjxlda/+Dv7y+fo7eH81g5h7oDAgIqsRXhSS+9VIn19/fXHLp+YeLESm3w9fXVnE93TvGZzWYKIejh4cHLubmq7LAnn5SH4w0GA61WK89nZ6uy/fv1k9d0mEwmGo1G/ufECVX2vs6d5XUwHh4eFEJUGim5/dOtEILx8fEMCgoiAH7+2WeqbHhYGCVJYp8+fdi0SRMC4Nw5c1RZm81Gi8XCFyZOlKftxo8bp8r6+PjQw8ODq1et4uTJkwmA/fv1U2Xd3NxYvXp1njl9mikpKZQkie3btVNlrVYrw8LCeKuoiD+lp9PFxYWNGjVSZc1mM2ObNmWp3c7r+fn08fFhnTp1VFmTycQO7duTjrIRmFq1ajEwMFCVNRqN8vQaHWVTR76+vppsxWmvVgkJ9PT01GQfHTRI3u7WrRvd3Nw0j/G96Ec8PWPZrRvvSkAfwVDE796A3xqRkZGK8/DkyVOUJIk2m40jRoyocookJ+ciLRYLPTw82L17d3p6etJsNlcaendGQcENenl50WQysVGjRrRYLHRzc1NdOGm3lzIkJIRCCNaoUYMGg4F+fn6aCwBbtmxJAPICx9q1a2suQhwwYGCl9RpxcXGqnMNBeaGeM5zrBdRi5cqP5Y4HAEeOHKXJ7t37HX19fSmEoMVi4YwZb2qymZlnWa9efbq4uNDPz4+rV3+iyRYU3GCHDh1ZvXp1RkREcNeu3Zqs3V7Kxx57jPXr12dCQiueOPEfTdbhIKdMeYWtW7dhr14PaiYXzli8+H0mJ/fi8OFPaSYMzli7di0HDx7MiRNf0Dy+ztiy5SuOGvU0X3vtdRYV3aqSTU3dyXHjxnPWrLcUa2xuh3fv2sXx48bxrVmzeKuoSLtSR9liwadHjeK0adPuyKakpHDw4MGcMGGC5gJPZ/xr+XL2Sk7mkMcf15zHd8asmTPZtk0bJiUl8czp01Wyz4wdy8jISDZv3rzKhZAlxcXs3bs3AwMDWadOnSoXWF7Pz2eLFi3k9UFvvP66Jns+O5t16tShEIJGo5GDBg7UZI8dPUovLy/5GmrRooXmeoKvd+yotIA1KChIcx9/snq1Yl3F2cxMVXbe3Lly0itJEiVJqjTVVTGcyamfnx/d3d0V00wVY+jQofLai+Dg4LIPK7Nnq7LJPXsSANu0bi2vuxo7Zowq275dOwoh2L9fP/ZKTiYA9u3bV5XVE4w/ZwiSd2sw5H+quLg4HjiQpijfvn07+vfvh2vXrsHLywurV3+CTp06qdZx4sQJ9OqVjJycHAQEVMfnn3+Ohg0bqrJ5eXl48MEHcfZsJoKCamLNmjWaX52z2+0YNuxJHDt2DKGhdbF06dIqvz44e/Zs7Nv3HerXr48pU16p8mt227dvx65dOxEV1RAPPfSQJgeUDVnv27cPkZGRqFevXpUsgPL9EKB/ze8PLN2P5I+tS5cuwdPT845ftS4oKEBqaiq8vb2RkJBQ5TWXnp6OTz75BB4eHhgyZAjc3d012R07duCDZctgtVjwwgsvyNOEalq2bBmWLF0Ks8mESZMmad4nAWDy5Mn4eNUqGI1GPPvMMxg2bJgq53A48Nhjj+HLDRtgMBjw2ODBmDlzpiprt9vRrVs3fLNnD4QQ6H7//fJ09O2Ka9YMaWlpd/2nbL284tiihbIf+S366ivxPcm4u1LZX0R/uQRDl66/svQEQ9ffUfcqwfD0jGN8/N3pR7Zt0xOM26V/VNWlS5cuXbp03XXpv+SpS5cuXbr+ttK/AXLvpCcYunTp0qXrbylSTzDupfQpEl26dOnSpUvXXZc+gqFL159E+gJPXbruvvQRjHsnPcHQpetPIkLoSYYuXXdZeoJx76RPkejSpUuXLl267rr0EQxdunTp0vW3lL7I897qro9gCCE8hRBThRD7hRDXhBA5Qoh1QogIFdZLCLFMCHGlnF0phFC6H+nSpUuXLl33QH90szMhxFAhRLoQokgI8b0QQvsnVys/r5UQYp8Q4qYQIkMIMfq2x+sJIRYIIU4IIQqFEGeEEHOEEN4qdfUXQhwUQhQIIc4LIT4UQqj/lHUF3YspkloAhgLYAqAPgGEAbAD2CSFut6b8BEB7AE8AGAygGYAv7kGbdN1lFRQUwPErrqqioiJ88803OH369B3ZrKwsvP/+YqSkpNyx7gMHDuCFF17A7NmzVd1cK+rLL9fj0UcfxbPPPqvqWllRS5YsQVJSIgYNGoScnJwq2ZkzZ6Jdu3ZITk7G2bNnq2SnTHkZ8fHN0aVLF6RruFY6NXHi84iNjUWnTp1w8uTJKtkJEyYgNjYWnTt3vmO9L7zwApo1b45u998vO+5qadq0aWjbti169+6NCxcuVMnOmzcP3RMT8djjj+Pq1atVsp988gkGDRqE5ydOlF1ItbRr1y48P3Ei3n333TueD+np6Vi0aBG2bt1aJQcAhYWF2LVrF7Kysu7IAr/+XNel625LCNEfwHsAPgRwP4DjADYIIdQ9Lf77vDCU9cEZABIBLAIwWwjxRAXsPgCtACwE0B3ANAB9AXwlhDBUqKsHgFUAvgXQE8DzANqWt6PqHOJum5sAcAPgcluZL4ACAFMqlLVEmYFP2wplzcvLOt/pdWJjYzV9kq5evcYtW77iyZOnqjSVcjjIEyf+wzlz5vKzzz7XNBlzxtat2zhq1NOcNm3aHQ2rFi1axMTERA4a9CgvXfqlSnbcuPFs1KgR27RpKzu2qkVxcQmTk3vRZrMxLCycGzdu1GTz8q4wLi6Orq6u9PX15dy58zTZjIxM1qpViwaDgSaTSXZsVYv9+w/Q09PzV5mobdy4kSaTSWabNGmquY+XLVsum7gBYK1atTT38fTpMyq5iPr6+t7RydRisVAIQTc3N+bkXFRlH398CAHQ09OTkiTRYrEwM/OsKtunT59KzqAmk0nT0bV79+4EILtzGo1GTYO2jh07EQCDg4NptVopSRKPH/9Rfrwi3KF9+0psVe6knTp2JADWqFGDZrOZJpNJ02ysW7dulRxoLRYLz2VlqbIP9uol7zODwUA3NzdNw7PBgwcTAK1Wq+xAq2Xy5XR0dR7jmjVrahq0zZg+vZKxX3R0tKbR2L+WL69kHnZf586aF+ZXW7bQxcVFZoc8/rgme+zoUQYGBsomgFOnTtVkL+bkMDo6mq6urvTz8+O/li/XZG8VFTExMZE2m43169XjztRUTbbUbufYMWPYqFEjdmjfnqdOntS+6TgcfG/hQiYmJvKxxx7TdMt1xratW/n0qFF8/bXX7miUd+rkSc6bO5eff/aZ5nFwxvX8fG7ftu2Obb1XZmeurrFs3px3JXAPzM4AnATwQYVtA4CjAFbc4XmLAJwCYKxQ9i6Ac/ivRYif8/8KTJfy871dhbLVAL6/jetRzjWosh334qBpvOHjABZU2H4VQI4KdwbAW781wVi58mNKkiTfFBISEjQ7tdmz367UqdWtW1fhXumMCRMmVLK79vPzY37+dVXW6Xrq4eFBg8FAFxcXVZdWh4Ps1Kmz3KG6uLhQkiQeOXJUlW3UqBGFEGzWrBkDAgIIgFu3blNla9WqRaPRyN69ezMqqiEBcNmy5aqsn58fXVxc+PzzE+XO5fXX31Bwdnsp3dzc6O3tzeXL/8URI0aUuSWOfUaVNZvNDAoK4uHDP/Dtt98hAA4cOEiVlSSJkZFRLCy8yU2bNtNgMLBnz2QFW1R0i0IItm7dhnZ7KQ8ePESj0cguXboo2MLCmwTAHj160uEoS6TMZjPbtWuvYPPzrxMABw16lA7Hf912W7duo2Bzcy8TAEeNepoOR1ky5+LiwoSEVgo2J+ciAXDChAny62ix2dnnCYCTJ0+uxLZq1boSR4eDZzMzCYCvTJki36itVivbtW2rOMBnTp+uxF7Jy6PFYmHHDh002UkvvSR3hmazmV26dNFknRbmmRkZNBqNTEpKUrCZGRkEwKFDh5IOB384fJgGg4F9+vRRsOeysgiAD/bqRTrKXGCFEKpupj9fuEAhBNu0bs2S4mJ+9OGHZcdm5EgFezk3lwaDgQ0aNOCxo0dlW3Xne60Y1/PzaTKZaLPZ+PHKlXz44YcJgG/NmqVgbxYW0s3NjR4eHnxh4kS2btWKALh82TIFW1JcTH9/f5rNZvbp04d169YlAH65fr2CLbXbGR4WRoPBwObNm8suxlrOss7XrVWrlpxwanXc/+jfX3GPupiTo8qq3fu0EsO5c+ZUuqeGhoaypLhYlf10zZpK9+r4+HjNhOReJhhxcbwrcbcTDACh5fum223lLwO4fIfnZgGYfltZ2/L6oqt4nn8507dC2WcAdmjUFfm7Jxjljb4FYGSFsjUAUlXYfwP4953qtNlsivOwoOAGJUliREQET548xRkz3qzUEVSMq1evUQjBFi1asLi4hCkpKRRCcMCAgQo2L+9KpY7q4MFDlCRJ9dO7s/MZOnSo3GmYzWZ26NBRs/N56aVJcvtdXV3ZokULBXvhws8EwNmz36ajvFP28fFhkyZNFWxW1jkC4NKlH8hlgYGBbNgwWsFmZJR1VGvWfCqX1a5dm/Xr11ew6ek/EUClkZOIiAiGh4cr2BMn/qNIgCIjI1m3bl0Fe/z4jwTAHTu+rsBGMTQ0VMEePXqMAJiaurMSq1bvkSNHCaCS9XuDBg1U2YMHDxEA9+z5Vi6rV6++6ntLS/ueALh373eV9kNERD0Fu2/ffgLg/v0H5LKwsHDV/btnz7cEwIMHD8lloaGhjIyMqsTR4eDO1FQC4NEjR+QH6tSpw+joaMXNefu2bQRQaXQjJCSEMTExCvarLVsIoNLoRq1atdi4cWMF++8NGwigkn14cHAwmzZpomBTUlIIgOezs+WyoKAgxjZtqmC/WLeOAPjzhQuV2Li4OAX7+WefEUClzjEoKIjNmjX7VW2w2Wxs3ry5gt24cSMB8Kf0dLksMDCQ8fHxmvv3+7Q0uczPz48tW7ZUsN/u2UMA3LxpE+koSyK8vLzYpnVrBXvo4EECkEc4SoqL6ebmxrZt2ijYn9LTCUC2n7929SqtVis7tG+vYM9nZxMAR4wYQTrKklWTycSuXbsq2Mu5uQTAnj16kA4Hv09LoyRJTO7ZU8HeKCiQPwCVFBfzy/XrKYTgww8/rGBvFRVRkiSGhobyx+PH+dasWQTA4cOGKdiS4uK/a4LRvbwTr31bed/ycn+N57mVPz74TsmDynN7ljNRFcoSAZQAGATAE0AEgF23Jx1q8b/6mupbKJsiWV2hzAeA2oTtlfLHFBJCPCmESBNCpOXm5ioe379/P0pLS/HZZ58jPDwczz33HEJCQrBr104Fe/DgQZDE0qUfwGg04oEHeqB27do4fPiwgj127BgA4LXXXgMANG7cGLVr11ZdV+CcM3/qqREAgBo1aqBWrVrIyflZwTrngJOSkgAArq6uqFEjSHUe+/LlywCAmJgYAIDBYICvry9u3ixUsCUlJQAAb+//rtWxWCwoLbUrWJPJBACVXvPWrVswGk0K1sen7LAcOXIUQJk18+XLl+Hi4qJgg4KCAACbNm0EABQXF+PcuXPw9PRSsCEhIQCA5cuXAwDy8vKQkXEG/v7+CjY8PBwAMGtWmQV0RkYGfvopHTVr3r68B4iIiIAQAi+88AIcDgcOHjyIU6dOyXVUVGRkJAwGA0aOHAm73Y7t27cjPf0UoqKUU50NGzaEJEl4/PHHkJ+fj1WrViE9PR1xcbEKtlGjRpAkCY888jCysrKwcOFC/PRTOlq2bKlgmzRpAkmS8NBDfZGeno533nkHZ86cQZs2bWTG+TsYcXFxkCQJvfv0wenTp/HWW28hIyMD7dq2VdTbvHlzGAwGPNi7N7KzszFv3jycPXsWrVu3VrDNmjWDEAJ9+vRBQUEBln7wAbKystCyRQvVeoUQGDhwIBwOB9atW4fs7Gw0bdpUwTZt0gQAMHLkSABltuIXLlxAVFSUgnWe4y9PmQIAOHz4MH7++WfUDQ1VsPXr1wcAzF+wAEDZNXXx4kXUsNkUbK3gsnPk888/B1B2zl++fBm+vr4K1rf8XD906BCAsvP32rVrcHN1VbBmsxkAcOXKFQBl10VJSQmMkqRgb926VVb//2vvzMOjqLI2/t7qLZ3u7AuBJAQSwhIChB3CJsvIIspOUBZBR0FhFAEVmc91EEUQFFFcGIEZQGRRQWQRdJBFhkVAFgERA4jIAAYIIYSk0+/3R3UXnXRVghhEyP09z32SuvVW9a3btZy+59Q9ns9UFAVWqxUFLv9rMysrCwDQsKF6XpnNZoSEhOBirv81f+TIEQBAjx49AADBwcGIjo7GWZ17yYEDBwAAj/ztbwCAypUrIzY2VjfWpvi9r0GDBkhISNCN99m5cydIYuZ778FsNqNr165ITEzUvafu3LkThYWFWLRwIWrVqoVRo0YhKSkJ6zds8NPqbV+WlGGQZ6T3+eQpD/7Opnmfg8W/xLPF1hfHe+P/TdsJIQIBvAzgK5L7vPUkP4MaI/kugPNQ3TYmAD1Lbj6ubgQDQAiAmqUVg20fAuAG0A4sFvQAACAASURBVKNY/RoAH+vo5wHYVFqbHA6n3y9A76/xF174B91udYg5ICBAd0jcOyIwfPgIut3qr36LxaI71O4dwejevQfdbnLXrm8NRzByci5qVnx+fgFXrFhBIQQzMvr5afPzC2g2m1m1alXu2bOXkye/WmT0w7e4XIW02+0MDw/nv/71bz744NAiQ+/FS3h4OO12O5944gnefvvtBMCJE1/R1SYkJNBkMrFHj55MSaldojulfv0GFEKwUaNGrFChgt+Ihm/xxh4kJCTQ4XBQUZQiv+R9y5AhQwiAISEhNJvNJcY0PPnkWAKg1WotNa7CO4rlHbYtybU1Y8bbRYZ34+PjmZt7SVc7e/acIr78GjVqGrrXPvhgQZGh4LS0+oZuuwULPiyibdKkSRGtr3j+vHlFtM2aNTMcYp49a1aR9jZp0sRQ+9abbxbph7S0NEPtSxMmaDoArFG9uqH28TFqPIy3HfHx8Yb+fG+8hs1m0763izk5ulrveRYWFkZFURgYGGgYB9KwQQMCYNWqVRkQEGAYi1LocrFq1apUFIVNmzbV3BPbtm7V/YUdGRnp5/b4bPly3V/uXnfKuHHj2KplSwLg+//8p+6IgNVqZUxMDOfPm8dBAwcWGaXwLReys7XR2wP792vfy8hHH/XTns3KohCC6enpLHS5tJGGgQMG+Gm9Ixhed9W3u3bRZDLxrjvv9NOePnWKAPjQsGGkWx0psVqtbN+unZ/2lxMnCI870Husqusw3U979MiR6zaCYbc3ZFoay6TgKkYwfsuzFEB/z3UVUmwff/HUJxt8Rqxnfbdi9WZP/QM62wiogZy/Akgstq4tgAsAJkJ9KSMDwH4A/wFgKvF4r9LA+KvvTcSo6Gx3FwAXgMd11i0E8B+d+qtykegNMbvdZOvWbbSblzegzijYMyND9UN6A9TsdjtPnPhFV+sNFvT6IcPDww0fVK+/Pq3IDbpKlSqGAYtLlnyk7VPvgeJbNm/+L4OCgjSt1+DRK76Bm1arVTdOwlvOnTvPJk2a0OFwMCwsrMSAUJerkH369GGlSpVYrVo1Llv2qaHW7VZjV+rWrcv09Bbcvv2bErXvvPMOO3bsyL59MwyDK71l+fLPOHjwYI4aNcowwNNbtmzZynHjxnHKlKmlBuceOvQDp017gwsXLio16PfEiV84d+7cIq4do5KVdZbLln1axP1hVLKzL3D16s91A0GLV5w/d46fr15tGNzpW349c4afLltWxK1iVH46doxz587lxg0bStV+t28fp73+OpcuXVqqdsP69Xxq7Fi+9eabpQYALvjgAw4aOJBPjR3LS7m5JWpfmTiRHdq3Z//+/UsMWCx0uThs6FDWSU3lbW3aFHGBFC+XcnPZqVMnLcCypL7wDdyMjIzk3LlzDbV79+xhxYoVqSgKbTabFhujV75Yu5aBgYHaNa9nBHhLcYOzVcuWhn08edKkIvfukmIlvAG3vvc+oxgMb2xHSEgITSYTAwICirikfIs38Ng3oHnvnj262lvIwLjqZymuuEgSiu3jal0k9xarN3SRAHgFQB6AVjrrdgCYV6yuhmdfPUs6Xm80aZkjhEgHsBZqBOwInfUvQLWkKharPwzgE5KjS9p/o0aNuG3bdt11Y8aMxpdf/gdhYWF4++23dYfEvcyYMQOffbYckZFRmDx5MiIjIw21q1evxtKlS1GxYgwef/wJBAQEGGoPHTqEFStWID4+Dt2794CiGHujcnNzsXXrVsTHxyMpKclQ5yUnJweBgYEl7lNyayKnCi+fZGdnw+l0lnrN5+TkYOvWrUhISCj1XrJ//36sXr0acXFx6NmzZ4n79t77YipWxBOPP17ivW/GjBn4dPlyREVGYtKkSYiOjjbUPvHEE1izdi3CQkPx5ptvolatWrq6Ro0bY/v27aLEA7oGAgMbMTlZ/znyW9m9W3xDslGZ7AyAECIRwGGoQZ6rfeqfBjCSpOGcUUKIY1CNgqd86lpBjZ2oS3KPT/1jUMMY+pFcqLOvXKhvgE66mvoimuthYAghagPYAGAdgN4k/V4iF0I0h/pebSuSGz11jQBsA/AXkmtL+oySDAyJ5FZFGhiS8sj1MjDs9kasVq1sniN795atgQEAQoiDADaQ/KtnWQGwC8BukgNK2O4dAG2gBmsWeuqmQ/UqJHiHSIQQ9wCYC2A0yakG+9oPYBfJu33qagH4DkBfkouM2lHmU4ULIaIBrIIa1DkNQBMhtPMim+R3AEBysxBiNYB/CSHGQI3TmAhgY2nGhUQikUgk5YDnAMwVQhwBsAnAvQCSAdzjFQgh2gD4AkB7kt43GiZBjeH4txDiPaiTWA4F8JCPcdEGwGwAnwPYLITwjeQ+TvK45/+3AUwVQpwAsBJABaivyh4BsKKkxl+PXCQpAOI8//+n2LqvoAaJeOkHYCqA96FOILIcwCOQSCQSieQP4M88SSvJD4QQTqizZz4NdT6priT3+sgE1Lc6hM92PwghOgGYAtUoOAl1lGKmz3ZtAVgAdPQUX56HatwA6kBBPtQXNoZBfTtlI4CnSF4sqf3XLQbjeiNdJJLyiHSRSMoj19NFUqVK2TxHDhwoexfJzY6MEpRIbhKkcSGRSG4mZLp2ieQmgRDSyJBIyhDyz+0iudmRBoZEIpFIyi3SwLh+SBeJRCKRSCSSMkeOYEgkEomkXCJdJNcXaWBIJBKJpNwiDYzrh3SR3OJkZWUhVyf7YnHy8vLw5ZdfYtu2bXCXcsUdP34c06dPx5w5c5CXl1eidseOHXjsscfw9NNPQy8Dri+ffroMffr0xr333ovMzMwStTNmzEDr1q3RuXOnUrMtPvvsM6hXry6aN2+GjRs3GurcbjeGDRuGpKREpKbWxqpVKw21LpcLGRl9ERtbCdWqJeHjjz821Obn5+OOO7ogOjoKVaokYOFCv9l4NfLy8tC+fXtERkYgPj4OixcvNtTm5ubitttuQ3hEBConJGDp0qUlatu2bYvIqChUTUzE6tWrS9TefvvtqFipEmrVqoVNmzaVeGzdu3dHlapV0bBhQy37ph4ulwuDBg1C7dRUtGvXTssmrIfb7cboMWPQomVL9OvXTzfDsC+vvvoqunfvjlGjRiE/P79E7cKFCzF8xAi88cYbpZ7r27dvx5QpU7BmzZoSdQBw6tQprFy1qsTj8uJ2u3Hy5MlSP18iuam5Hglk/ojSsGFDw9xHa9asZUZGPw4adK9uwijfMmvWbLZs2Yrt2rXnunVflah95plnWb16Ddauncp58+Yb6lyuQg4YMJBRUVGMiYnhhAkvGWpzcy+xVavWDAgIYGBgIB98cKih9syZX1m9enUKIagoCjt16mSYkOvw4R8ZERGhJc+pV6+eYaKvLVu2MiAgQNPGxsYaJnJbtuzTIgmVQkJCDBPEvfvue1pbhRAMCAgwzJD6wgv/IADa7XaaTCaazWbu2vWtrvbhhx/WMmwGBARQURRu2LBRV9u7d2/Ck9E1ODiYQgiuWbNWV9u2rZp8KSWlNiMjIwmAy5d/pqtt1KiRljW3YsWKBMClS5fqalNSUiiEYMuWrRgXF1eitlq1alQUhW3btmN8fDwBFEko5/2n0OXSsuC2b9eOsbGxBMDPV6/222mhy8X4+HiaTCa2ad2a0dHRFEJww/r1ulpvkrxmzZoxPDyciqLwm+3bdbXejKN169alw+GgyWTi9wcP6mq9525SUhJtNhttNpthIqz6aWkEwAoVKtBkMjEoKIjnz53T1bZp3ZoA6HQ6KYRghQoVDLO09uzRo0jirpo1ahgmBBs2dGiRBFRtWrc2vDk89+yzRbT9+/c31L737rvaNSSE4FNjxxpqP1u+nE6nU8ss+/aMGYbab7ZvZ2xsLK1WKyMjI3WzuXrLT8eOsV69egwPD2f16tX57a5dhtoL2dns3Lkzk5KS2LpVK8PvjG41s+zQBx9ks2bNeM899xhmwPWWlyZMYM8ePThu3LgSk99dr2RnVmtDVq7MMim4imRn5a3c8AZca0lJSdE9F6dNe0O7GM1mM00mEzdt+lpX+/e//5+WHdDhcFAIYZgd1JtOPCkpiTExMQTAmTNn6mo7d+5MAExPT2dKSgoB8MUXJ+hqGzduTCEE+/bNYLt27QmAjzzyiK42OTmZZrOZY8c+pbWnX7+7dbUVK1ak3W7n7NlzOH78eAoh2KlTJ11tWFgYw8PDuWPHTi5Z8hFNJhPT01voagMDAxkfH8/s7AvcvXsPbTYb69dvoKu1Wq1MTa1Dl6uQx4//zMDAQNaunaqrNZlMbN26Dd1uNbtrcHAw9TLmulyFFEKwR4+edLvJvLzLDAsLY/XqNXS1APjAAw9oy5GRkbravLzLBMDRo8do2qioKN02nDt3ngA4fvz4ItqUlNp+2hMnfiEATp36WpE21KtXz097+PCPRc4rl6uQ4eHhLG5M061m5ATA+fPmkW71AR4SEsLmzZv7de7WLVsIgIsWLtQeAg6HQ/eBuWH9egLgJx9/TLrV9OJ2u51/6dDBT7t2zRoC4EdLlmgPIqvVqpvKe9XKlQTADxcsIN1qam+z2cyMvn0NtbNnzSLdbv5w6BAVReHgwYP9tJ+vXq3275QppNvN/27eTCEE/zZihJ/2P19+SQDaA/2jJUsIgOPGjfPTfr1pEwFon/na1KkEwMmTJvlpv9m+nQD4lw4deCQzUzOA9VKwf7dvH4UQrFu3Lj/5+GPtXuHtb99yJDOTJpOJ8fHxnPDii6xbty4B8Kt16/y0/zt5klarlaGhoRwyZAhjY2OpKIqu4XAhO5tOp5MBAQFs364dg4ODaTabeSQz009bkJ/PqKgomkwmpqSk0Gq10m6362asLXS5mJiYSCEEY2JiqCgKw8PDDTPhNm7cmADocDgIgFWrVjU0Mq6XgWGxNGRcHMukSAPDv9zwBlxrsdlsug8q7wPP5SpkTs5FRkREMCEhQVdrNpvZrl177WYeGxvL2NhYXa3JZGKvXr205WrVqrFChQq6WkVReN9992vLderUYXR0tK5WCFEklXqTJk0YERGhqwXAp59+Wltu1ao1w8PDDbW+Iyft2rVnWFiYoXbKlKnacocOf9HVeh/Yvunc27fvUKJ2xoy3tbq2bdvpHlt+foGfwdaqVWtGRUX5aXNyLqoPn9lztLr09HTd78JrCPiONjVq1IiVKlXy0548+T8C4IIFH2p1devWZeXKlf20x479RAD8+ONPtLqaNWsyMTHRT7t//wEC4IoVK7S6pKQk1qjhb7js2vUtAXDt2i+0uoSEBKam1tGWvf94H4D/3bxZq4uNjWX9tDS/L9j7EPZNhR0TE8MmTZr4aZcuXUoAPHrkiFYXFRXF9PR0P+38efMIoMjDJiIiQtdwmTlzJgEUediEh4ezfbt2fto3p08ngCIPm9DQUN5+++1+2lcnT/bThoSEsEuXLn7aiS+/rKbC9qkLCgpi165d/bQTXnzRT+t0Otmje3c/7fjx4/3a4HA42KtXL0Otb2r0gIAAXUPrpQkTCEAbBSh0uWi1WnVHR16ZOJEA+L+TJ0m3ahiazWYOGTLET+s1lryp6s9mZVFRFA598EHD72Lrli2k282jR45QCMERw4f7ad//5z8JQBs52bljB4UQfHzMGD/tgg8+0K55uq8YlXqp65cuXXpdDYxKlVgmRRoY/uWmjcEoKCjQrb98+TIyMjKgKAoCAwPRrFkzZGVl6WpdLhduv/12AICiKKhXrx5ycnJ0tYWFhWjQoKG2nJSUZBh/4Ha7ERcXpy1HREQathcAzOYrsbYmkwmk/mRKQgicOnVaW87OPg+TyaSrVRQFe/dqGXlx7Ngx2Gw2Xa3JZMKXX36htf277/bB6XTq7tNsNmsxBLm5udix4xuEhYXpai0WC2bMeAtutxsnTpzA1q1bEBNT0U9rNpths9kwYcIE5OXlYe/evdiy5b+oWrWqnzYwMBB2ux1///s4nDhxAitWrMCWLVuQklLbTxscHAyHw4GRIx/Fli1b8NZbb+Gbb75B48ZN/LTR0dFwOp146KFhWLp0KZ5++mns3r0b7dq189PGxcUhKCgIgwffi1mzZmHEiOE4cOAAunbt6qdNTk6G0+lEv379MH36dAwaNAiHDx9Gr149/bSpqalwOBzo1asnXnvtNfTt2wdHjx5Fv34ZftqGDRvCbrejU+fOeP3119GzZ0/8/PPP6N+/v5+2RYsWsNlsuK1tW8yYMQM9e/bEyZMncc/dd/tpb2vTBhaLBc3T0zFv/nz069cPp0+fRr8M/za0b98eJpMJTZo2xcpVqzB48GD8+uuv6NWrl5/2Lx06QAiB9PR07N69G4+OHImsrCzdPmvbti0AoFOnTsjJycH48eNx7tw5tNf5Llq3bg0AuO+++wAAM2fOxPnz59G0aVM/baNG6izOzzz7LABg2aef4sKFC6iTmuqnTUlJAQD88/33AQBbtmzBxYsXUTUx0U+bULkyAGhxGocOHUJubi4qxsT4acM918ru3bsBqHEb+fn5CA0N9dN6U6KfPq1e87m5uSgsLESAznXsvWdYrVYA6vUnhIC7sNBPe+HCBQBAfHw8APU6sVgsyLnon1bi1KlTEEKgYUP13le5cmXYbDZknT3rp808cgRCCHTp0gUAkJaWhoCAAPz0009+2t179kAIgfs931vHjh1ht9tx4MABP+1/N2/2q5PcJNxoC+dai9Vq9fsF6HaTTqeTcXFxzM6+wMOHf6TdbmetWrV0tV7XwKFDP3Dt2i9osVj8hqO9JSYmhg6Hg0uWfMRp096goii87ba2utrExERaLBa++OIEjhjxNwJg9+49dLX16tWjoigcMmQIu3btWmRIv3i57ba2BMB27dozLa0+AfCZZ57V1fbtm+GJJ0jR/P7vvPOOrvaRRx4hAMbExDAoKKjEGAHvL7DAwEBaLBaaTCZu3vxfXe0777xDIQRNJlOpMRgLFy6ioiiaDzs0NJQnT/5PV7ty5SpaLJYiMSM5ORd1tevXbygSX5KSUpv5+QW62q1bt2nDtQDYokVLwxiXHTt2MiQkRNN27dpVV+d2qyMT4eHhms/dyK3l1XpjZxRF4f33/7XIet+FbVu3MiwsTNM+NGyY/k7dbm7csEH7bhVF4cMPP2yo/Xz1atrtdq29er9svWXRwoVFvot7Bw0y1L49Y0aR77h3796G2ueff75ITIPe6IW3FI+VaNy4saG22113EYDW5uTkZMNhee8Qvjd2JyYmRje2o9DlYpUqVSiE0GJdgoKCeCE72097OS+P4eHhNJvNbNigAe12O202G385ccJPezYri4GBgXQ4HLzrzjsZERFhGOPy8/HjtFgsjIqK4iOPPKK5KrZt3eqn/f7gQSqKwmrVqvHN6dPZpEkTdeRszRo/7c4dOwiAzZs351fr1rFH9+5F3GLFzzHv93r+3Dk+NnJkEVeXb/GOWIwaNYp0uznt9dcJgG9Mm+anXbx48XUbwTCbGzImhmVSIEcw/MoNb8C1FiOjYfnyz4oEITocDmZmHtHVbt783yIPn6ioKJ4586uu9uDB7xkaGqppq1evztzcS7rakyf/xypVqmg36JYtWxk+qHJyLrJJkya0WCy02Wzs37+/4cPH5Spkjx49GRoayoiIiCLuEr0ycuRjrFKlCpOTkzlr1uwStdOmvcHGjRuzZctWRYbo9crSpUvZrVt33nPPPaUG0W7ZspUjRvyNY8c+xVOnTpeozcw8wsmTX+W7775n2LfekpV1lkuWfMS1a78w7Ftvyc8v4Nat23j48I8l6rzl2LGfDA2W4iU7+0Kpn+/bjqvReb9rvXq9ypKC44oX36H50sqF7Oyr2nehy8UjmZmGgZW+5WJODjdu2KAN5ZdUjmRmcv68edy5Y0ep2q83beJLEyZw6dKlpWrnz5vHYUOHcuqUKaUe3/PPP88uXbrwbyNGlHh8Bfn5HDRwINPS0tjtrrt4NivLUHs2K4u3tWnD2NhYNmzYkD8ePmyo/eHQIdaoXp1Op5OVK1fm15s2GWo3btigxUuEhIRoMTd65cMFC7R7n9ls1mJY9MqrkydTCKHd+x4bOdJQO2rUqCLGnp7rx1v6ZWRo90ig5CDa62lgREezTIo0MPzLLZlN9dixY1i0aBECAwPRv39/BAcHG+4nJycH69atg9PpRMuWLYu4K/Q4evQo7HY7oqOjS22j2+2Goty0XijJnxCZi0RSllztPcrlcuHgwYNISkrSXDdGZGZmYtu2bahTpw5q1apVovbLL7/Exk2bkJaWhrvuvNNQd72yqVosjRgeXjbZVE+dktlUi3NLGhgSya2KNDAk5ZHraWCEhpbNc+TMGWlgFEfO5CmRSCSScgkpZ/K8nsjxe4lEIpFIJGWOHMGQSCQSSblFjmBcP6SBIZFIJJJyiXSRXF+ki0QiuUmQAZ4SieRmQo5gSCQ3CYSQRoZEUsbIEYzrhzQwJBKJRFJukQbG9UO6SCQSiUQikZQ5cgRDIpFIJOUSGeR5fZEjGNcRt9sN91WevceOHcPRo0dL1eXl5WHFihVYvny5YTZXLydPnsSUKVMwZcoUnDp1qkTt3r178fDDD2PEiOHYv39/idrVq1fjrrvuRI8ePbBp06YSte+//080a9YULVqk49NPl5WoffbZZ1C9ejJq1aqFWbNmGercbjfuv/8+VKwYg/j4OEyZMsVQ63K50LXrHQgNDUFkZASef/55Q21ubi5atEhHYKAdwcFBeOqppwy1ly5dwvDhw1G9ejIaNKiPxYsXG2pPnDiBatWSYLGYYbcHYMyY0YbazMxMJCRUhtlsQkCADWPHPmmoPXjwIGLj4mAymxFgt2tZQvXYv3+/pg10OPDKK6+UqI2vXBkWqxVBwcF49733DLWHDh1CYlISAux2REZFldgPR48eRa2UFAQFByO+cmWsW7fOUHvy5Ek0atwYUdHRSKldG/v27TPUnjt3Dh06dEDVxES0atUKJ06cMNTm5eWhX79+qN+gAXr36YPc3FxDrcvlwmOPPYbbb78do0aNKvVafu211zDkvvvw1ltvlagDgOXLl+OFf/wDX3zxRana/fv348MPP0RmZmapWm824vz8/FK1AK76/nQr43aXTZHocKOToVxrMcp66naTL788kXFxcaxYsSKHDx9RYu6jYcMeYnBwMJ1OJ7t372GYZMrlKmSXLl1osVhoNpvZvHlzw4RcubmXWK9ePS3hT3JyMrOyzupqz5z5lbGxsZo2Ojqax4//rKs9fPhHLSMmADqdTsNkY1u2bKXVatW0VquVW7Zs1dUuW/YpFUWhyWSioihUFIVr1qzV1c6Y8baWTTUgIIBCCC5evFhX+8wzz2rH5E0UZ5R07f77/0oArFYtWeuPadPe0NXecccdWtbM6tWrEwAnTnxFV9usWTMKIdixY0fWr9+AADh+/Hhdba1atagoCjMy+jE9vQUB8IUX/qGrvfvuu5mUlMTZs+fwueeep9ls5sqVq3S10dHRtNlsfPTRkWzfvgMB8OWXJ+qeY2FhYbTb7XziiSfYrl17AuDUqa9pGu8/Bfn5DAoKosPh4Ngnn2TrVq0IgO+9+65fAy7l5tLhcNDpdHLM6NFaltD58+b5aS/m5DAwMJBOp5Mjhg9n7ZQUAuBny5f7aS9kZ2vZPu8dNIgJCQkUQnDD+vW6WofDQbvdzu7dujE6OpqKonDP7t26bQgKCqLNZmOb1q0ZFBREi8XCo0eO6B5bWFgYzWYz69SpQ5vNxsDAQN1kYwX5+axQoQIVRWHlypWpKAojIiJKzJAKQMtYm5iYaJgczXu922w2Lfuo0U2nXdu2RZJ8lZRVNqNv3yLJw0pKNDby0Uc1nRCixARmL02YQLPZTAAMCAgoMTHanNmz6XQ6qSgKIyMjuXHDBkPtqpUrGRMTw8DAQCZXq8YfDh0y1O7csYM1a9ZkdHQ009PT+euZM4ba65XsTIiGtFpZJgXXKdkZgAcAHAKQB+AbAO2vcrsWALYAuAQgE8AjxdbHAFgK4Jhn378AWAQguZjuOd9z0Kd0KrUNN9pQuNYSFRWley560zxXr15DS2lulB572LCHCICtWrVmx44dCYAdO3bU1Xbv3kPb13333U8hBJs3b66rbdWqNRVF4bhx4zh+/Hjt5qenrVu3Li0WC//1r39zwYIPabPZWK1asq42MTGRgYGB3LFjJ3fv3kOHw8H4+HhdbUxMDMPDw3nq1GmeOnWa4eHhrFixoq42NDSU8fHxzMu7zJyci4yJiWF0dLSu1uFwsHbtVLpchczPL2BCQgIjIiJ0tTabja1atabb8/BMTk421JrNZnbr1l1brlWrFiMjI3W1QggOGTJEW05Jqa3bXperUEsJfUWbotsPeXmX/YyPmjVr6vbvpUt5FEJw/foNWt2QIfdx4MCBftrjx38mAM6dO1erq1q1KqtXr+Gn3bfvOwLg8uWfaXVxcXFMTb1y7nj/+XrTJgIo8jCvUKECGzVqpHvTB1AkK2lYWBhbtWzpp128eDEB8MD+/aRbfdA6nU7ddOlzZs8mAO0hUuhyMSAggN27dfPTvvPOO0W0l3JzabFYeM899/hpvam7vW04m5VFRVH4wAMP+GlfnTyZAPjtrl2k282jR45QCKH7IJ48aRIBaBlJv9m+nQD47DPPGO531cqVpNvNz5YvV409nYf2a1Onat8x3WpaegCcM3u2n9a77tXJk0m3m2OffJIA+OmyZX7a2bNmEQBHPvooz587x969e/t9596yaOFCAmCvXr24Yf16Nm3atEi/+BbvsbRIT+fbM2YwKSmJiqLoZnXdsH49AbBmjRocM3o0IyMjabFYdLPh7tyxg0IIVqxYkX369KHD4aDD4dBNW//9wYM0mUwMDg5myxYtaLFYDI29n48fv24GBtCQZjPLpFwPAwNAPwCFAJ4G0BbAvzwGQ2op21UDkANgAYB2AMYCcAH4q48mEcBseqXx9QAAERhJREFUAPcCuM3zWbsB/AQgtJiBcQ5As2IlpLT237QuktOnT+vWv/baa6hfvwEOHDiAHTt2oHfv3li8eJGudv78eWjZshW++uorrFy5CgMGDDQcslyz5nN07twZ8+fPx8yZM3Hfffdj27Ztutrt27ehR48eGD/+RYwb93c8+OCD+O6773S1Bw8eREZGPwwYMAB9+/bFX//6AI4c0R8KPX78OPr1uxtpaWlITU3F4MFD8Msvv+hqz5w5g759MxAZGYnIyEj06dMXZ86c0dVeuHABPXr0gNVqRWBgILp0uQPnzp3T1V66dAmdOnWCoigwm81o1ao1Ll68qKvNz89HixYtAACKoiAtLQ2XLl3S1RYWFqJu3TracmJiIi5fvqyrJYkqVapoyxUqVEBBQYGuFgAiIiK1/4OCglBYWGiotVis2v9ms0V3CFkINeeS7zrSrdX74s3O69tHBQUFMJn8Lz2rVf3s8+fPa3X5+fkwm01+WpvNBgBFvidV6x9WZbFYAKiZg73tLiwshMnkv1/Fcwwul8vn2Kh7bJ6bD+x2+5XtFUW3zy573HlRUVHasZpMJt3vOPvCBQBA1apVAQChoaGwWCy659mvWVkQQiA1NRUAULlyZVitVmRlZflpjx8/DpPJhObNmwMAGjRoAIvFghM619ChQ4dgsVjQsWNHAECXLl1gNptx6Icf/LTf7t4Nq9WK/vfcAwAYOnQoTCYTdu3a5afdtGkTAgICMGrUKADASy+9BEVRsH79ej/t6tWrYbfbMXXqVAQHB2PRwoUQQmD16tV+2sWLF8Nut2PxokVo2bIlvt60CUIILFvm75acPWcOAgICsHHjRgwdOhR79+yB2+3WdW9Nnz4dNpsN+/btw6RJk3DwwAEUFBTgww8/9NNOnDgRFosFRzIzsfDDD7Fn925cvHgRHy5c6Kd95plnIITAz8ePY8OGDfh60yb8+uuvWKTThjFjxvjVlSV/chfJ8wDmkPwHyf8AGAzgB6gGQ0k8DuAEgAEkvyT5MoB3ATwrPBczyR9JDiY5h+Q6kgsA9AIQB9Uo8cVF8r/FynmUwk1rYBhRUFCASpUqastVqlQ19DO63W44HIHastPp1G6axRFCIC/vys3Q6OEHqA+VX345qS3/9NNx3Zs5oD4ofI2P3bt3G6aMt9vt+PrrTdrxrF//lWHqZKfTiZUrV8DlcsHlcmHVqpVwOp262tDQUCxcuBA5OTk4d+4cli79BBEREbrayMhIvP/+P3HixAkcPnwYH3/8ESpVqqSrjYmJwfTpb2Dz5s1YsWIFli5diuTkZF1tXFwcJk+ejA8++ACvv/46Vq5cibS0+rrahIQETJgwAVOmTMGYMaOxbt1/0Lp1Gz+doiioWrUqnnvuWTz11FMYOHAAtmzZgjvvvMtPa7VakZiYiL//fRwefvhhdOnSGXv37sGAAQN1tf3798fgwfdi5syZ+L//+z/MnTtXVxsdHY2EhAQMHz4cd999Nxo0aIDjx49j5MiRftqkpCTExsbi3nsHoW/fPkhNrY1Tp07p3mDT0tIQHR2NXr17o29GBmrWrImzZ8/iiccf99O2bNkSYWFh6PCXv6D/gAGoWasWsrOz8biOtmPHjnA6nWjarBkeeOABpKSk4OLFi3hMp73dunWDzWZD7dRUjBo1CnXq1kVubi5GjBjhp+3VqxfMZjNq1qqF8ePHo1GjRsjLy8PQBx/00/bt0weKoiC1Th3MnDkTLVu2xOXLlzFooH//9urZEyTRslUrrFmzBl3uuAOXL19G3759/bRdu3ZFYWEhevXqhczMTPQfMAAFBQXo2rWrn7Z9+/YoKCjAE088AbfbjdFjxsDlcqFdu+L3XaBpkybIz8/XYi9eeeUVFBYWomnTpn7aGjVrIi8vD8uXLwcAzJkzB263G3Xr1vXTxsXFIS8vTzNUVqxYAZJITEz004aHhyMvLw/Hjx8HAGzbts070uundTgcKCgoQHZ2NgBosR3BwcF+WpPZDLfbrRmc3pgVvXtUgcul/fAAgJCQEABXjEtfci5eREBAgHZPSklJAQBkn/d/ZmWdPetXVx4QQiQCqA5As9BIuqG6MTqXsnlnAB+RdPnULYBqPKSWsN2vnr/WEjRXz412dVxrsVgsusPn7dt3oBCC48aN46RJk2mxWAxdDl63x4ABAzls2ENUFIVGsR1DhgwhALZr116LATByp4wePYYAmJpahw0aNCQADhp0r6725ZcnEgBjY2MZHx9PABw79ild7cyZMwmAQUFBDA4OJgC++eZbutolSz6iEIIWi4UWi4VCCC5Z8pGudu3aL2gymSiEoBCCZrOZmzZ9ravdunWb5mcGQIfDwYMHv9fV7tv3HZ1OZ5H4klOnTutqMzOPMDIyUtNWr16dOTkXdbXHj/+s9RUApqenMz+/QFd76tRpJicnUwhBk8nEbt26G8bZZGWdZe3aqTSbzbTZbHzwwaG6OrdbjbN59NGRTElJYZMmTfjxx58Yas+dO88GDRrSbrczJCTEMF7E7VZjcurXb8DAwECGh4f7fb++C6dPnWLdunU17cyZM/V36hlmrlmzJgMCAhgWFsbZs2YZar8/eJBVqlSh1WplSEhIidpvtm9nTEwMTSYTHQ6HbgyIt6xds4bBwcEUQtBms/GNadMMtQs++EA7z0wmEye+/LKh9tXJk7V4BgAcN26coXbUqFFF/MgPP/ywobZPnz5FtP0yMgy1LdLTtbYC0HUp0a26kZKSkrRrBwAbNmigq72Um8uIiAgqisKYmBgKIQzjQH49c4Z2u51Wq5UpKSk0mUyMjo5mQX6+n/bHw4dpNpsZEhLCtrfdRpvNxuDgYF7MydH9foUQjI2N5cABAxgUFMSAgADdGJe1a9YQAOvWrcunn36a0dHRhu6UDxcs0Ppp9qxZTExMpKIo/OnYMT/tW2++eV1dJOq7JGVRytZFAqCL59yrUqy+j6c+ymA7h2f94GL1UZ76PsXqFQAWAAkA/g3gCIAgn/XPQXWvnAFQAGAngJ5XcwzC6Bf7nx0hxGkApb928ccTCfWLkFwdsr9+G7K/fhuyv34bf9b+SiDpPxzzOxFCrIJ6zGVBANRgSS/vknz3WncmhOgPYC6AMJLnfOo7AFgDoAbJ73W2iwVwHEAPkp/41JuhGghDfdslhHgbwFDP4o9QgzcP+awfACAawC4ATo+2C4BeJD8q6Rhu2nkwrsfJVhYIIbaTbHSj23GzIPvrtyH767ch++u3Ud76i2SnP/LzhBAhACqWpiN5wHex+G4M6v12c5X1EwD8E+oIxhgAnwshmpH8n6ctc4t8uBCfAvgawDMAbk0DQyKRSCSSm4w+AIwnlrmCAOANPgkF4BucEur5qx+Jf6U+tFh9mN52JI9BfVV1mxDic6iegeFQDQg/SFII8RGAiUIIE0nDqPlbLshTIpFIJJI/IyRnkhSlFY/cO4pRs9huagLIIqn7KiXJi1BfNdXbzne/ettmAzgM9RXWUg+nNIE0MMqea/a5lVNkf/02ZH/9NmR//TZkf/1JIPkjgO+hjnoAAIQQimd5ZSmbrwTQQwjh+/piBlTDY6/RRkKISAA1oE7MZaQRAHoA+Lak0QsAN2+Qp0QikUgktzJCiLuhBno+C2AT1EmxMgA0JrnXo2kD4AuoM3x+5amrBjUocxlUl0xjAC8CeIjkTI9mNICqANYDOOX5/zEAlQCkkTzu0X0FYAnUkQ8H1JlFOwHoTrLE/A8yBkMikUgkkj8hJD8QQjgBPAl1Ns99ALp6jQsPAoAJV4I/QfIHIUQnAFOgjmacBDDaa1x4+BbAHVANliCob56sA/CC17jw8AOAkVCDU90AdgC4g2RpoyhyBEMikUgkEknZI2MwygAhRLAQ4nkhxFYhxHkhxEkhxMdCiOo62hAhxCwhxFmPdp4QQn/azFsYIUSGEOIjIcQvngm+BhvoYj19mSOEOCOEmC6ECNTT3qoIIVKEEF8IIXKFECeEEC8U862Wa4QQ1YQQ7wghvhVCFAoh1ulohBBinBDiJyHEJSHEeiFE2g1o7g1FCNFHCLFMCPGz55r6xjMMX1z3gBDikBAiz6NpfyPaK7m5kQZG2VAZql9qNYDeUCciqQhgixAivpj2Q6iJZf4KdV75xgA+QfmjN4AqAJYbCTwTw6yG+n52BoBHoQY4lZtANCFEGIC1UCO2uwF4AcBoqDkKJCq1oU78872n6DEW6hDzRAB3Qk0EtVYIEfOHtPDPwyiox/4YgLsA/AfAfCHE37wCIUQ/AG9DTazVGeqw/HIhRElTTEsk/lyP6VfLW4Ea+GIvVhcO9UJ+1qeuOdQHRWufuiaeug43+jj+4D5TPH+d0JnW1rPubqiZBKv61PWF6gdM/iPaeaMLgKegvg8f7FP3BIBc37ryXLznkuf/xQDWFVsfAHUegWd86hwATgMYf6Pb/wf3VaRO3XwAmT7LBwG879u/APYAmHuj2y/LzVXkCEYZQPIiyUvF6rKgTlgS7VPdGcD/SK730W2F+kpQaclrbilIXk3+wc4AtpH0fWXqEwD5UKOYywOdAaym+n66lwUA7AD8M7yVQ67iXEoHEIyiSaMuAvgU5e+605sGfCc896nfmWBLIimCNDCuE0KIKADVAPjmaa8J/UlO9sN/UhSJTn+RzIc6EUx56S+9PjgGdQSjvPTB76Um1JGwQ8Xq5XWnko4r9ymjyZj2Awj33NckkqtCGhjXj1ehukgW+NSFQX9617O4Mo2r5Aqyv2QflAVhAHLoPynQWQCBQoiySU19E+IJ3uwG4E1Ple500rgybbU85yRXjZwHw4BrTErj3fYhAAOgZpv7tfgmeh9nUH/T8Hv6q7RN9D7OoP5WRfbB78eoD43W3fIIIapAjb9YSnJ2sdXXmmBLItGQBoYxvyUpzZUFIe4C8AaAJ0l+XEx7FoDeEGMojBPX3CxcU3+Vwln4J+wBbo3+ulqM+iAE5acPfi9nAQTpJGYKBZBLsuAGteuGIYQIhzoB0zGoP4a8XGuCLYnED+kiMYC/LSkNAEAIkQ7VJfI2yUk6uz0AfZ+vUWzGTcO19NdV4NdfnuHsRNzk/fUb0OuDeKhvQZSXPvi9HIA602G1YvU3/XV3LXjmkVkOwAp1RsaLPquvKcGWRKKHNDDKCCFEbagX7SoAjxjIVgKIEUK09NmuEdQHZqnTrpZDVgJoLIRI8Km7C4ANaj+XB1YC6CiECPKpywBwCcBXN6ZJNx1fA8hG0aRRgVDnwyhX151nbplFAJIBdCZ5ync9f1+CLYmkCNJFUgYIIaKhPvByAEwD0ERNOAcAyCb5HQCQ3CyEWA3gX0KIMVDnc5gIYCPJtX98y28cQogUAClQ5ygAgEZCiBwAp+lJ2AN1ToO/A/hICPE0VLfAVADzSRZ/I+BW5W2oButHQoiJUI3R5wBMKfbqarnFYyx08SzGAggWQvT2LK8gmSuEeBnA00KIs1B/pY+C+gPrjT+8wTeWt6D21aNQ3wpp5rNuJ8nLUM+vuUKII7iSYCsZwD1/bFMlNzsyF0kZIIS4DeqMeHp8RfI2H20o1IdkD6g3uOUAHjF4P/2WRQjxHNQMgcUp3l9xAKYD6ADgMlQX1OMkc/+AZv4p8Bhj06FO1HYOwEwAz+m8FVEu8QQrGqWXrkryiCfF9DgADwGIALAd6nW38w9p5J8Ej9GQYLC6KskjHt0DUBNsxUOdyfNxkl/8EW2U3DpIA0MikUgkEkmZI2MwJBKJRCKRlDnSwJBIJBKJRFLmSANDIpFIJBJJmSMNDIlEIpFIJGWONDAkEolEIpGUOdLAkEgkEolEUuZIA0MikUgkEkmZIw0MiUQikUgkZc7/A99aOJx1cP7xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 554.4x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 554.4x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 554.4x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot Nye tensor components related to dislocations\n",
    "intsum = np.empty(3)\n",
    "intsum[0], avsum = am.plot.interpolate_contour(disl_system, 'nye', index=[0,0], cmap='bwr', **settings)\n",
    "intsum[1], avsum = am.plot.interpolate_contour(disl_system, 'nye', index=[0,1], cmap='bwr', **settings)\n",
    "intsum[2], avsum = am.plot.interpolate_contour(disl_system, 'nye', index=[0,2], cmap='bwr', **settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The area integrated sum (intsum) for the different Nye tensor plots provides an estimate of the cumulative Burgers vector of dislocations in the plotted region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actual Burgers vector:    [ 0.0000,  2.8638,  0.0000]\n",
      "estimated Burgers vector: [-0.0041,  2.9144,  0.0015]\n"
     ]
    }
   ],
   "source": [
    "burgers = alat * np.array([0.0, 2**0.5/2, 0.0])\n",
    "\n",
    "print(f'actual Burgers vector:    [{burgers[0]: 7.4f}, {burgers[1]: 7.4f}, {burgers[2]: 7.4f}]')\n",
    "print(f'estimated Burgers vector: [{intsum[0]: 7.4f}, {intsum[1]: 7.4f}, {intsum[2]: 7.4f}]')"
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